{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f3b8203a-908e-4484-a45d-ce331ef0d96f",
   "metadata": {},
   "source": [
    "## 一、安装\n",
    "\n",
    "```bash\n",
    "# mamba安装\n",
    "mamba install seaborn\n",
    "# conda安装\n",
    "conda install seaborn\n",
    "# mamba安装\n",
    "pip install seaborn\n",
    "```\n",
    "\n",
    "## 二、散点图\n",
    "\n",
    "### relplot()函数\n",
    "\n",
    "#### 重点\n",
    "1. relplot主要用于绘制关系数据图，内部封装了scatterplot（默认）和lineplot。\n",
    "    1. scatterplot() ==> catplot(kind=\"scatter\")\n",
    "    2. lineplot() ==> catplot(kind=\"line\")\n",
    "2. relplot绘图时，不能直接指定x轴和y轴的值，需要指定读取data参数中DataFrame中具体的列名。\n",
    "4. hue参数可设定分组显示颜色：\n",
    "    1. 会按指定列的数据取值自动设置不同颜色\n",
    "5. col和row参数可设定子图片：\n",
    "    1. col会按照指定列的数据取值自动生成列子图，并按列显式\n",
    "    2. row会按照指定列的数据取值自动生成列子图，并按行显式\n",
    "6. style参数可设绘制折线图时的线条样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7d4dcb09-fdf5-4f93-af35-ecfb45f46834",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "289a6e39-faf6-43cd-b118-f0dd3f6ce6ad",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 读取数据(seaborn提供测试数据)\n",
    "tips = pd.read_csv(\"dataset/tips.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f0442736-fec6-4c7c-868e-73da5e7f3222",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 简单查看数据\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f0528587-e2f9-4e11-bc69-742a97805e4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17ff24910>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制总消费和小费之间关系的散点图\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e79481d1-c680-4e8a-a674-2bd543a5459f",
   "metadata": {},
   "source": [
    "#### size参数\n",
    "根据指定列的值显示不同散点的大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f14794f2-0c49-4f38-aca9-0bccc138772b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x180914810>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 558.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 让散点图按数据中“size”的值显示点的大小\n",
    "    \n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", data=tips, size=\"size\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0486d903-17a4-4ebc-905b-1969d82712a7",
   "metadata": {},
   "source": [
    "#### hue参数\n",
    "根据指定列的值显示不同颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f76d9d53-5865-48d3-9868-c2a9099b3aba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x180a346d0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 581.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 给关系散点图添加颜色\n",
    "    # 按day的值进行颜色区分\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"day\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1647c93-c21c-49c2-b193-7878964e3e1c",
   "metadata": {},
   "source": [
    "#### col参数和row参数\n",
    "\n",
    "按照指定字段的值分组绘制关系图，使用col参数则子图按列排列，使用row参数则子图按行排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "92938dcc-e7dc-400e-8e80-dfbee9f87140",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x180a34810>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1081.88x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按time的值分别绘制关系散点图\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"day\", col=\"time\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "85ee8121-5e25-44d0-807e-dcdf158e2594",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x180b87a90>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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p+P1tXRORdqtdb+sgIiJ7qC6GgtUw7wko3wa9DoVhZ0FCdzDrc6vI7rTisYhIR+EuhwXPwZd31T3uiIVpn0H6wDaplkh7pdgvItJRVObC7P+rf9xTDv+7AaqKW79OIu2YQo6ISEex6XsI1/i+aT64FXJEdqeQIyLSUQQDeymP6NEHIk2mkCMi0lFkHxS+LGsERCW0WlVEOgKFHBGRjiI2HcZdU/+4NQqOfQRiklu/TiLtmGZXiYh0JJWFsH0JfPMwVORB9wkw7mpIyAGrra1rJ9KuKOSIiHRE1aXg94AjDmxRbV0bkXZJiwGKiHRE0fFtXQORdk9jckRERCQiKeSIiIhIRFLIERERkYikkCMiIiIRSSFHREREIpJCjoiIiEQkhRwRERGJSAo5IiIiEpEUckRERCQiKeSIiIhIRFLIERERkYikkCMiIiIRSSFHREREIpJCjoiIiEQkhRwRERGJSAo5IiIiEpEUckRERCQiKeSIiIhIRFLIERERkYikkCMiIiIRSSFHREREIpJCjoiIiEQkhRwRERGJSAo5IiIiEpEUckRERCQiKeSIiIhIRFLIERERkYhkbesKiIiINItgEMq2Qt6vULQO0gdBUk+Iy2rrmkkbUcgREZHIkLcCZh4HVYW7jiX2gPPehaQebVcvaTPqrhIRkY6vbBu8fFrdgANQvB5mXQFVRW1TL2lTCjkiItLxle8wuqpC2TS/fviRTkEhR0REOr7q4obLvVWtUw9pVxRyRESk40voFr7MFg1RCa1WFWk/FHJERKTji0mFwaeELpvwR3BltG59pF3Q7CoREen4ohPgyPsgPhsWPAs1leBMgoP/DENOB5ujrWsobcAUDAaDbV2JllRWVkZ8fDylpaXExcW1dXVERKQl+WqgIhd8bqObKjYTzJa2rpW0EbXkiIhI5LDaISG7rWsh7YRCjkgHUVJVQ0GFhzV5lSQ6bWQnOcmIi8JsNrV11QyeCqjMg/yVYLFDcm9wpYMtqq1rJiKdlEKOSAeQV+bmzg+W8/HSHbXHEpw2Zlw4miFdErC0ddCpKoIfnoKv/wHBgHHMGgUnPQV9jgB7TNvWT0Q6Jc2uEmnnvP4AL36/sU7AASip8nLOsz+wvbS6jWq2m80/wtwHdgUcMMZEvHUhlGxqu3qJSKemkCPSzuWXe5jx3YaQZZU1fn7aXNKq9amnqgi+fiB0WTAIC6eD39+6dRIRQSFHpN3z+gOUe3xhyzcWtPFKrj4PlIZZTh+gcA0EPK1XHxGR3ynkiLRzDpuFzPjwg3eHZse3Ym1CsMdA5rDw5d3HgTW69eojIvI7hRyRdi491sGfj+wXsiw7KZo+abGtXKM9RMXB5NvAFGLws91lrEIbqkxEpIUp5Ii0cyaTicn90rj7hEHERe+aEDmuVzIvX3wQGQ208rSalD5w9psQ33XXsfRBcOHHDe8pJCLSgrTisUgH4fMHyC33UFbtJcpmJinGTny0va2rVVfZdmM3aLPFWFI/JrWtayQinZhCjoiIiEQkdVeJiIhIRFLIERERkYikkCMiIiIRSSFHREREIpJCjoiIiEQkhRwRERGJSAo5IiIiEpEUckRERCQiKeSIiIhIRFLIERERkYikkCMiIiIRSSFHREREIlK7Dzlbt27l3HPPJTk5GafTyfDhw1m0aFFbV0tE2qmSqhpW5Zbz6o+beHfJFjYWVlLl8bV1tUSkDVjbugINKS4uZvz48UyePJmPP/6YtLQ01q5dS0JCQltXTUTaocIKD//4dCWvLdhce8xsgr+dOJjjhmURG2Vrw9qJSGtr1yHngQceIDs7m+nTp9cey8nJabsKiUi79t2awjoBByAQhFvfXcbwbokMzFTIEelM2nV31fvvv8+oUaM47bTTSEtLY8SIETz77LMNnuPxeCgrK6vzJSLtgLsMSrdC2XbwN3/3UWGFh//MWRO2/OXvN+L3B5r9viLSfrXrkLNu3TqefPJJ+vTpw6effsrll1/OtddeywsvvBD2nPvvv5/4+Pjar+zs7FassYjU46uB3OXw9jR4bCg8ORbm3A9l25r1Nl5/kIIKT9jyrSXV+ALBZr2niLRvpmAw2G5/6+12O6NGjWLevHm1x6699loWLFjA/PnzQ57j8XjweHb9oSsrKyM7O5vS0lLi4uJavM4isofc5fDMJPDX1D2eMRTOeQNiM5vlNhUeL3964xc+Xb4jZPldxw1k6vgezXIvEekY2nVLTmZmJgMHDqxzbMCAAWzatCnsOQ6Hg7i4uDpfItJG3GXwxZ31Aw7Ajl8gd0Wz3crlsHH9YX2wmk31yhKdNg4bmN5s9xKRjqFdh5zx48ezcuXKOsdWrVpF9+7d26hGItIknnJYOzt8+Yr3m/V2PVNieO3Sg+iXHlt7bHzvZN68fBxdE53Nei8Raf/a9eyqP/7xj4wbN4777ruP008/nR9//JFnnnmGZ555pq2rJiKNYTKBPRbcJaHLnYnNejuHzcKonCRevuRAyqu9mM0mEpx24qM1q0qkM2rXY3IAPvzwQ2655RZWr15Njx49uOGGG7jkkksafX5ZWRnx8fEakyPSFvxe+Oo++PafocuvmAfpg1q3TiLSabT7kLO/FHJE2ljZNnjlDGMMzu7+cBeMmgbR8W1SLRGJfO26u0pEIkBcFpz9BuQth+WzwJkMQ0+HuK4KOCLSotSSIyIiIhGpXc+uEhEREdlXCjkiIiISkTQmR6SDKar0UFLlBSA+2kayy9HGNRIRaZ8UckQ6CJ8/wMod5dz8zlKWbi0FYGBmHPefPISBmXHYrGqYFRHZnf4qinQQW4qrOeWpebUBB2DF9jJOf3o+m4ur2rBmza/S42NHaTW5ZW782lRTRPaRQo5IB+D1B3j5h424vYF6ZR5fgOe/W0+Nr35ZR+PzB1iTV8Gf3/qZPzw8l+P+9S1PzlnDjlJ3W1dNRDogdVeJdACVHh/frysKW/7j+iLK3d4OPz5nfUElxz3xbW2Yq6zx89Bnq/ji1zyeOW8kaXFRbVxDEelI9jnkLFy4kF9//RWTyUT//v0ZNWpUc9ZLRHZjt5rJjI+q01W1u4y4KBxWSyvXqnlVeLw89NmqkK1VP20uYWVuuUKOiDRJk0POli1bOOuss/juu+9ISEgAoKSkhHHjxvHqq6+SnZ3d3HUU6fScdiuXHtyTz1bkhiy//JBeuKI6dsNsebWPr37LC1v+wc/bmNgntRVrJCIdXZPH5EybNg2v18uvv/5KUVERRUVF/PrrrwSDQS666KKWqKOIAL3TXNx8VH/Mpl3HTCa4/rA+DMzq+Kt5m0wQbQ/fGhUXpZ3ERaRpmrytQ3R0NPPmzWPEiBF1ji9evJjx48dTXV3drBXcX9rWQSJJhcdHQbmHn7eUEAzCsOwEUlx2YiMgAHj9fh7+bBVPzV0XsvyjaycwMEt7XYlI4zW5fbtbt254vd56x30+H126dGmWSolIaC6HFZfDSk5KTFtXpdnZLBYuGJvD7N/yWJVbUafs6sm9yUqIbqOaiUhH1eSQ8+CDD3LNNdfw73//m5EjR2IymVi4cCHXXXcdDz30UEvUUUQ6icyEaF6YdiBLt5by3k9bSXDaOGNUNtlJThKc9raunoh0ME3urkpMTKSqqgqfz4fVamSknf8fE1P302VRUfgpr61F3VUiHVMwGMRkMu39gSIiYTS5JefRRx9tgWqIiNSlgCMi+6vJLTkdjVpyREREOqdGteSUlZXVBoSysrIGH6sgISIiIu1Bo0JOYmIi27dvJy0tjYSEhJDNyDv7z/1+f7NXUkRERKSpGhVyZs+eTVJSEgDTp08nOzsbi6Xuol2BQIBNmzY1fw1FRERE9kGTx+RYLJbaVp3dFRYWkpaW1u5acjQmR0REpHNq8rYO4aZ1VlRUEBWlzfNERESkfWj0FPIbbrgBMKZ13n777Tidztoyv9/PDz/8wPDhw5u9giIiIiL7otEhZ8mSJYDRkrN06VLs9l2rj9rtdoYNG8aNN97Y/DUUEWkjgUCQHWVuNhdXUVLlpVeqixSXXasvi3QQTR6Tc+GFF/LYY491mPEtGpMjIvvCHwiydGsJU6cvoKRq1359xwzJ5M7jB5IWq+55kfZOiwF2IH5/gNxyDyVVXuxWM0kxNpJiHG1dLenIgkEo2QRrvoAN30DaQBh8CsR1AVvrvYm7vX7cXj8xDgu2PWZutpUtxVUc+cjXVNbUn0xx7aF9uOYPvbFZmjysUURaUZO3dZC2UVrt5dPlO7j3f79SWm18qhzSJZ5HzhhG77TYNq6ddFh5K2D6FHCXGN8vfxfmPgBnvwE9DgFLy/6JqHB7WV9YxbNfr2NjYSUjuiVw3tgcspOisbdx2Plpc0nIgAMw/bv1nDkmWzuji7Rz+hjSQSzYUMRNb/1SG3AAlm4t5Yynv2drcXUb1kw6rMp8eOeSXQFnp4AP3rwAyre36O09Xj+fLNvBcf/6lvd/3sbPW0qZMW8jRz/6Db9sLm3RezfGhoLKsGXlHh9ef6AVayMi+0IhpwMoKPfw949/C1lWWFnD4k3FrVwjiQiVhZC7PHSZp9zoxmpBeeUebpu1rN7xGn+AP735M3nl7ha9/94M7ZoQtiwzPoooa/voVhOR8BRyOoAaf4A1eRVhyxdsKGrF2kjECHgbLvdWtejtNxZW4fGFbg3ZWFhFSeVe6tfC+qS76JoYujvqz0f2Iz1eA49F2juFnA7AYjaRHhd+gHGfNFcr1kYiRnQSxKSELjOZIblXi94+sJc5D95A23YHZcZH88rFBzK2Z1LtsbhoK3efMIjJ/dIaOFNE2gsNPO4A0mIdXD25D7e/V79p32E1c3Df1DaolXR4sRlw9IPw1rT6ZWOvAWfL/lzlpMRgs5jw+uuHna6J0Xi8bT/mpVtyDE+eO5LiyhrcvgBx0TbSYx1YNatKpENQyOkATCYTRw/JYGVuGS//sImdH4Djo208c/5IsuI1w6M92lHqZvm2Uj5aup2kGAcnH9CFLgnRxEXbQj6+tLqGrSVu3lm8hZJKL1OGZjAoM755u0VKt8Cm72H1Z5CYA0POgAs+gC/uMmZaxXeFQ/4CPSdDVMvO2ouPsnH9YX35x6cr6xy3mE3ceEQ/nv1mHX9LHkyya7dWzLLtsOMXWDHLaIkadibEZ0N0QovVM8G5a/G/vDI389cV8v5P24hxWDnlgC50TXKSqMUB24WtxVXMX1fEd2sK6JUawzFDMslMiCbKpvFTnZXWyelAyt1eCipq2FBYSYzdQtdEJ2n6VNkubSupZur0H1mVW3cs1S1H9+fsMd2I3SPolFbX8MK8jTz8+ao6xwdkxvL81NFkNkeQLVoPM6ZA2bZdx0wmOPNV6HIA+H1gsYGrdbpiKj1eXl+wmbTYKN5ctIUtxdUMyIzllAO68uL3G1lfUMkblx1E6s5F90q3wsunQd4eg6UPvR1GX9yiQQcgt9TNla8sZtHGugP9L5nYgysn9SYxRkGnLa3Nq+D0p+dTWFlTe8xiNvHseSOZ0CcFuwaKd0p6d+xAYqNs9EiJYXK/NMb0SCYrIVoBpx2q8fn577fr6wUcgPs//o3tZfVnDW0rcdcLOAC/bi/npfkb93+6srsMPrm5bsABYzHA188FbzXEd2m1gAMQ47ARF2XjjveX0z3ZyQnDs3BYzVz58mJm/5bH8cOydrWQ+L3w47P1Aw7A7HugbGuL1jUQCPL+L9vqBRyAZ79Zz4bC8NPNpeWVVNVw09u/1Ak4YKxafeUri8kr97RRzaSt6R1SpJkVVtbw6o/hp19/+Ev99WdmLQn/Jv3iDxsprKgJW94oVYWw+tPQZQEfbFm4f9ffR+P7pJDotPPC/I388/NVvL14K9VeP2mxDk4b1XVXiK/Mh0XTw1/olzdatJ4FFR5mztsQtvzl7zcRCER0o3i7VlRZEzKAAri9AdY2MDtVIpvG5Ig0s2AQqr2hV8oFKKuuPzW6NMSxnao8fva7Vzngh4au4S7bv+vvo8z4aF68aAzvLN7Caws24/MHOWF4FueN7U7XROeuBwaDUNPAG1V1SYvWMxAMUunxhS0vdXsJBIOYMbVoPSQ0314CZkUD/3YS2dSSI9LMXA4rE3qHmZoNHDkovd6xKUMywz7+kH6puKL28/OIIxaSe4cv73bg/l1/P2QlRHPFpN68c8U43rt6PDce2bduwAGj/r0ODX+RgSe0aB3jnTYO7R++K+/E4VnqOm5DcVHWBpfZ6J/Zscdjyr7Tb6VIM4uLtnHL0QOwh3jTG56dQK/U+usa9cuIZUiX+n+IHVYzNx3Zj9io0DOyGi02HaY8bAw03tPAE4zp5G3IYjaRFhdFelxU6A06o+LgsP8Da4g3sszhkDagResXbbNy1eTexNjr161XagwHdE9s0ftLw9Ljorj7hMEhy84ak02KSxsZd1aaXSXSAmr8ftblVfKPz1byzaoCYqOsnD+2O2eM7kZGmCnhO0rdvPLjJl76fiOVHh8H903hxiP60zMlBpu1GT6P1FQa08Q/vxO2LICYVBh/HQw80QhB7Z3PC0Wr4ct7jF3THbHGrKqRUyEuq8Vv7w8E2VBQySNfrOLzFblE2SycOTqbC8blaKPOdqDc7WXFtjLu//g3lm8rJT0uiqsP7c1hA9IVcjoxhRyRFlTu9lLh8WHGRIrLjmUvXRo+f4DCihoCBIl12Pa/myqU6mKoqQKzBVzpoVt32jNPuTGGyGQ2gloL75S+p0qPj7JqLyYTJLvsoVuepM0UV9bg9vqxWEykxWrrjc5OIUdEREQiksbkiIiISERSyBERiSCBqip8xcUEvG27i7tIe6B1ckQ6mUqPj3K3D4sZUlwOTB1tTI6E5CstxbN6NYXP/Rdfbi7O0aNJPPss7F27YrLqT710ThqTI9JJ1Pj8bCys4pEvVvHdmkISnDYuntCDIwdlkBanAZodmb+ykuKXXib/kUfqHDc5HHR/+SWiB4eeXi0S6RRyRDqJ5dtKOfk/8/D46u6DNalfKg+dNkzTbPdVTTVU5hr7f9lijOn4odbzaUGejRtZd9TRIVe1jho4kOznnsWalNSqdRJpD9SGKdIJlFTVcM+HK+oFHIA5K/PZXFSlkLMvynfA3H/AkhfAXwO2aBhzGYy90pie30rcS5eG3bbDvWIF/tJShRzplDTwWKQTqPD4+H5dUdjyL3/Na8XaRIjqEvj4Zlj4nBFwwGjN+e5RmPuQsfiiiLQphRyRTsBsMmGzhB9gHONQo26TVRbAindDly16HipaLzhGDRkSdlFHx4ABWOLjW60uIu2JQo5IJ5AYY+P4YeG3Pjh8YPjNJyWMygZCTMAH7pJWq4o1OZnU666rd9zkcJB5z93qqpJOSx/fRDqBaJuVPx7Wlx/WF7GluLpO2U1H9iNdy983nWMvExlsMa1TD8DicpFw1plEjxxJ4bPP/j6FfBSJ55yDPTu71eoh0t4o5Ih0El2TnLxx2Vh+WF/IR0t3kOqyc/aB3clOiiY2ej93Oe+MXKmQ2g/yV9Yvyz4IYlJatTrW+Hiso0cRNWggQbcHsysGs93eqnUQaW80hVykE/L5A1jMpohYCNDvD1ATCBBltbT+8ylcAy+eDCUbdx1L7QdnvwmJ3Vu3LiJSj0KOiHRIFR4fm4uqePn7jWwqqmJ87xSmDMmkS0I0ZnMrhp2y7VCyyfhK6gnxXY21ckSkzSnkiEiHU+31879ftnPjmz/XOR4XZeXNy8fRLyO2jWomIu2JZleJSIeTX+7hlnd+qXe8zO3jL2//TFFlTRvUSkTaG4UcEelwft1ehtcfuhH6p82llFQp5IiIQo6IdEChtqfYnT8Q0b3wItJICjki0uEMzgo/vi4n2Um8U1PiRUQhR6RTq/EF8PkbbhVpj1JdDi6d2LPecYvZxP0nDyFNixuKCFoMUKRTyi1z88uWUt5cuBmbxcS5B3WnT3psh9mJPDbaxuWH9GJkTiJPzF5Dbpmb4dkJXHdYH3qmutq6eiLSTmgKuUQcf1kZgaoqTBYL1tTUtq5Ow2qqwV1s/H9MKlhavpslv9zDvR+t4OOlO+qMbTl6cAb3nDCYlNiOEXR2Kq6socYXICbKgsuhbioR2UUhRyKGv7qamrVryfvnI1T/9BPWlBSSL76Y2EMnY01p3SX29yoYhOL18M0/4df3jXAz4nwYfZGxmFxLqKkgWJ6Le+23VFWUUZV5EF9utXDP7B21A3VfmDaGg/u282AoItJICjkSMSp/+IFNF06DQN0xJnHHHkv6X2/DmpDQNhULpWg9PDsZqovrHk/uBed/APFdmvd+7nJY/jZ8+EcI7np9qvufzHe9buDitzcB8IcBafz77AOIslma9/4iIm1AA48lIvgKCthx1//VCzgAZR9+iC8vvw1qFYbXA9//p37AAShcCxu+bf57lm6CD66rE3AAon97hxHuHxn0+2wlt9dPILI/94hIJ6KQIxHBX15Ozfr1YcurFy9uxdrshbsYVn4Uvnzp6+Ctar77BYOw6IWwxck//Ydpw2MAOOWArjjtmo8gIpFBIUcigsligQZ2oDa7YlqxNnthMoMtOny5PRZMzRg0An4o2xy+vLKApGgzvVJjGNsrufnuKyLSxhRyJCJYEhOJmTAhTKGF6GHDWrdCDYlJhdGXhi8fcylY7c13P4sV+hwVttjX9UCiYuJ56aIDyYxvIHyJiHQwCjkSESyxsaTfdmv9KeMmE1n33YulPc2uMplgwHGQfVD9shHnQWq/5r9nr8ngSq9/3GzBdOhfGdOvO5kJCjgiElk0u0oiinfbNip/+IGKOXOxde1KwkknYsvMxBzTjrqrdirfAbnL4adXjO6rAy6ApB4Q00KBrHAtfHorrP7UGKeTPhiO+SdkDgObVggWkcijkCMRKRgIYDJ3kIbKYLDB8UTNyl0G1UXGOJ2oOKPrTEQkQmkahUSkJgWc6lKoyofqEnDEGS0pzqTmq4ynAirzoKoI7DHG9XcPF60VcMAINlEK+yLSOSjkSOdWtg0+uhF++9+uYzkT4aQnIT57367p80LFdqN7yF1qjIVZ+RHMf8JYpyZzGJw2A5LqbzApIiLNR91V0nm5y+D9a2DFrPpl3cbCmS+Ds4lTqn01sHEevH4O1FTsOj74FOg5ybgfQGIPmPYxxGbua+1FRGQvOsigBWkJXn+Aksoaqmv8bV2Vunweo2vHW90sl9v5PKtqfHULKvPh1/dCn7RpPlTswyrJZVvglVPrBhyAZW9D+XbIHmN8X7weijc2+fIVbh8lVTUEAs332aTc7W3SNYN+P77SUvxVzbhgoQDGitMlv284KiL7r0N1V91///3ceuutXHfddTz66KNtXZ0Oyx8Isrmoild/3MR3awtIj4visoN70jc9lgRnM67P0lTeaijeAPP/DTuWQkpfGH+t0erhcDX5cv5AkC3FVbz242a+WZNPWqyDSw/uRb/0WBJj7EZXUkMNmVWFTX8OKz8Bvzd02cLpcMhfYPOPxvdF66BbiGnkIRSUe/hpSwn//XY9lR4fUwZnctywTLokOptex9/ll3tYsqmY579bT3WNn2OHZTFlcCZdEkNPJQ8Gg3i3bKF01iwq5s7FEp9A0kXTiOrfH2tSM45h6oQqPT42FlbyzNfrWJNfwaDMOKZN6En3ZKf2ERPZDx0m5CxYsIBnnnmGoUOHtnVVOryVO8o59al5VP3egrNsaxlf/prHDYf35cLxOcRG2Vq/UoGA0c3zymnGzB+A7T/Bsjfh1OnQ/xiwNC2Arcmr4OT/fEflbi1Vs3/L55pDe3PpxJ7ERsUZg37DBZ2mdlUBFKwOX1a+HaITd32f1KNRlyys8PB/Hyzng1+21x77ZUspz3+3nreuGEe3pKYHnYIKD3+dtZRPl+fWHvt5SynPf7ueNy8fS9cQ4alm/QY2nHUWgdLS2mOV331H4jlnk3LttVjj45tcD4Eav5+vVuZxzatLan8Ul20t463FW5k+dTQTeqdgNrfi4HSRCNIhuqsqKio455xzePbZZ0lMTNz7CRJWcWUNt81aWhtwdvfIF6soKPe0Qa0wBurOunxXwNkpGDTGsZTnhj4vjJKqGu54b2mdgLPTv2avIa/CAzFp0P/Y0BfoOmbfplfnhFl1GSB9kNFNBZCYAwk5jbrkhsKqOgFnp7xyD0/PWYvb2/TuxrV5FXUCzk7bS93899v11PjqXtNfUUHeQw/VCTg7Fb/8Cr4dO5pcBzHkl3n4y1u/1Mva/kCQP73xM7nl7rapmEgE6BAh56qrruKYY47hsMMO2+tjPR4PZWVldb5kl9JqL0s2lYQsCwZh4cYQO2O3hsoCqMgLXeYph4qmvYmWVnv5YX345/LDukJjKvXRD0Lfo+sWdh8Ppz4PMfvQkpM9BlxpocvGXQOLX4D0wQTPfYcdwQSWbill2dZSdpRWhx0T887iLWFvN+unrRRX1TSpisFgkDcWht/L6t0lWymqrNvl5i8tpWLOnLDnlH8VvkwallfuCRnGAfIrPBRVNu3fV0R2affdVa+99hqLFy9mwYIFjXr8/fffz//93/+1cK0iV7udatfMFavNE3FZcNJTRshyF/++Tk7qvq+Tk5ANUz+G966Czd8bx1xpcMS9RkvOmS/jjUpm7hb405vfUFpthIlUl4NHzhjG6JwkHHuMwWhoAuS+viwNjTE2bhfiAQ2NXwpqoOy+are/cyIRoF235GzevJnrrruOl156iaioxi07f8stt1BaWlr7tXlzA7svd0Jx0TaGdg0/dmJU9zbqDnSmhN/OwO6C2IwmXS4+2sbIBp7L2J67tdJEJ0BKb+g62tg3an8XAkzpDWe9ClcvgivmwyVzYPCpRshJG8ivZQ4ufmFhbcAB4xP71OkL2Fxcf0bZyQd0DXur44ZmktjEweImk4kzRoVfA+iE4VkkxTjqHLPExRFz8MFhz4mdPLlJdZBd0mOjcNpDDy5OjrGT1JaTAUQ6uHYdchYtWkReXh4jR47EarVitVqZO3cujz/+OFarFb+/fhOvw+EgLi6uzpfskhRj576ThhBlq/9Pf/Xk3qS6HCHOagWxmXDCv8EU4kfy2EdDby7ZgASnnb+dOJjoEDNTLju4JymxLfzG4Uwywk76QIjvAr+vwFzp8fGv2aEHJ/sCQV6YvwHvHj/XOckxHDmo/vNPcdm5anLvfZp90zvNxeT+9bvV0mIdXDyxJ3Zr3X8HS2ws6Tf9GbOr/iy3+NNOw5rRtBAqu6TGGr+TezKb4B+nDiU9TvuKieyrdr0YYHl5ORs31l1L5MILL6R///785S9/YfDgwXu9hhYDrM/nD7C5uJoZ363n+3VFpMXauWJSbwZkxhlTq9tKTSUUrYfvHoXcZcYU8gl/hOTe4Iht8uV8/gBbiquZOX8D89YUkhJr54pDejMwK46kNnqe+eUeTn1qHhsLQ68xM6p7ItMvHF1vhlt+uZuFG4p57vcp5EcPzuCUkV1DzoJqrLwyNz9uKOL5bzdQ7fVxzJBMThzRJew1g4EA3q1bKX79DSq/noslIYGkiy4iesgQTSHfTxVuL+sKKnlqzlrW5FcwIDOOyw/pRU6yk2h7ux9VINJuteuQE8qkSZMYPnx4o9fJUcgJr8bnp9ztw2G14IpqR39IvdVG4LFFG3s97af29DwrPF6ufWUJs1eGXmjw7DHduOv4gditoVtnSqu9+AMB4qNsWCzN0xBbe81oO5ZGTFUOeL0Eyssx2WxYYpsePiW8Ko+Paq8fp8NCtK0d/U6KdFD6LerE7FYLya52uNCYLdr4aibt6Xm6HDauPrRPyJBjNsHUcTlhAw4YY42aW1OvabbZMKvlpkU4HVacDv1ZFmkuHa4lp6nUkiNNUrIZqgrAXwPRycZMq+jmXeSu3O3l0+W53Pnestqpw/HRNv55+jDG9U4JOY6oOVT+3koQo1YCEekkFHJEAPw+2LoQ3rkESjYZx6Li4dA7oO+RxtTwZlTj85NX7iG/3IPZZCI11kFarANrM3VB7a682svqvAr+/dUaNhZVMTAzjism9SInJabFApWISHugkCMRxecPkFfuocYfIMpqJi02qnFL4hesgacnhN4U9IyXIGeiMdW8g3F7/by7ZCu3vLO0znGzCaZPHcPBfVMwmbRlgIhEpnY9hVykKfLLPTw1dy1HPfY1k/4xh+Oe+I7XFmymqKIRK8Yufyf8rufzn4DqouatbCvJL/dw1/vL6x0PBOGmt38mt6yNtvHoQCo9Xio9vr0/UETaHXXMS0Qod3t56NOVvL7bdgX55R5ufXcpxVUeLp7Qs95KwrV8NbB1UfiL568Eb8fcP2hrSTUeX+jViHPLPBRX1ZARr3VYQtlRakyxf/WHTZhMcM6B3RmVk6h1a0Q6EIUciQgFFTW8sSj06tZPzF7LCcPDr/+C1W6sRrzqk9DliT2Mx3RAe+uJUkdVaDtK3Vz6wgJ+2bpr77t5awsZnZPIE2cfoKAj0kGou0oiwraS6rBbK1V7/ZRUeUMX7jT0DLCEmUp90BXGTKsOKCs+Ouzg4i4J0W27+GM7NmdVXp2As9OCDcX8sL5jdl2KdEYKORIRYveyyJ8jxDYWdSTmwFmvQ/Ru+11ZHTDpFsg+CJxttKdXY/n9ULoFtv8MucupKdnOsq2lfPjzNv56zIB6D7dZTDx8+jC1SIRQXFXDy99vClv+4vwNlLv3EppFpF1Qd5VEhLTYKDLiothRVn/szNCu8STvrcXC6oCek4zNNCtywec29tOKTjB2EW/P3GWw6lP4+M9QXQyAPaknKYf/my9W+MlJjeXZ80fy3k/b2FxUxdDsBC4Ym0O3pOZbcDGSBINB/A1s0+4PBBvcxV1E2g9NIZeIEAwGWbG9jLOe/Z6y6l0zYTLionj10gPpkVJ/Y8mIsXEeTD+6/nGbk3Wnfc6hz2/Eabdw5KAMpgzOYGKfFKK0H1JYwWCQ6d9t4O4PV4Qsf+CUIZwxulsr10pE9oX+0klEMJlMDMiI46NrJ7J8WxlrcisY3CWOvumxZCZEcItFdTF8eXfoMm8VyZs+ZnTOeBZsKObdJVv5dnUBH1wzgQyFnLBMJhNHDkrnxe83sr6gsk5ZnzQXB/dNbaOaiUhT6S+dRAyz2UTXRCddE50cOahumdcfoKTKi8kE0TYzlTV+7BYzCc663Vil1V48Xj8xDisxYfYQCgaD5Ja5KayswesPkBxjrFYcdoo6xhT30iovVouJuCgbToeVkqoaanwBYqOtIbdZ8BUXE/T5sMTGYY5yhL6wtxryfwt73/j8RfRImsyCDcb3bq+fIBHdeNssSqu93DZlAEs2l/DZ8h2YTHD04ExGdEvArMUT95vfH6CoygsESY5xNG7BTpF9oJAjEW9zURWv/biZvAo3xw/L4tUfN/HLllLS46K4enJvhmUnYDbB0i2l/Our1WwrcTO0SzxXH9qHHql1tz7w+QMs3VrKlS8vZnupMf7HYTXz5yP7cerIrvVCU5nby8rt5fxr9mrW5lfSKzWGKyb1wmo2ce9Hv1FQ4WFMThJXTOpF9xQndosFX3Ex/h0bCFYU4y8tw72pANfkP2DPzsZk3eNX1uqAhO61Y3FqJfeiYPhVuLMnckiZi9/y3PyypZQjBqWT4Gz+TT4jSUlVDXd/uILv1xUxpkcSxw3LIgh8vSqfx75czbPnj+LwgRqwva+2Flfz9uItvLtkK2YTnDE6m+OGZZEZH8EtrtJmNCZHItrmoipOfnIecVFW/nhYX657/ad6g0ofO3M4mwqrePjzVXWOm03wwrQxTOizq3tiU1EVRz7yNdVef717PXv+SA4fmFH7fY3fz3tLtvHnt36p99g7jxvIZytymb+2EAC7xcwbl49lSJwPtvyEed7fMW1bCM4U/IPOxx09EktWb6L69av/JFd9Cq+cXvtt6UE3sjjlJP7+TRErc8vpmhjNuQd1J9ZhZVzvFHqkxDTuxeuktpVUM+GB2WEHF58+qisPnjqsdSsVIbaWVHPG0/PZUlx3dfHeaS5evGiMgo40O00hl4jl9ft58fuN5Jd7OG9sDg9/virkrJnYKBuPfLGq3vFAEG5+Zym5u83Y+mJFbsiAA/DwZ6sorNi1TUJ+mYc7Q2ypAPDI56s458Bdg1dr/AFue3cpJZUVWN46FdPWBRAMQmU+lh8fJnrjc3jXLcNXWlr/Yl1Hwx/uAosNf84hfOo8ngvf2sjK3HIAthRX8/ePf2NNXsXeZ5kJFpOJRGf41ylDb8T7JBAI8v5P2+oFHIA1eRV8u7qgDWolkU4hRyJWUaWXD37eBkB6nKPeIFKApBg7O0qrw35q31JcTeluCwku2VQc+oHAuvxKanbbQqGgooaqmtCBqMztw7LHOITl28ooKysh1KqG5g2zcaQ6CZRX1L+YMwkOvAyuXkjuUc9y71e5Ie85c/4GiiobsY/XTsGgMZ2+bBvU1H/tIlVKrINp43uELT9+WGYr1iZyFFfV8O6SLWHL31i4WesPSbNTyJF9V1UExRuhdHP4zS3bkMkEVosRJMINFvUHglgtDf8a7J5FRnQLvyhgz9QY7NZd19rbANVQ5WZ/+A0zzflLMIUYoAyA3QmJOZQEoiitDv1GEQjCxqKqButUq3wH/PgM/PdIeHIcvH+tsYeXP/I3qrSYTZw6qivjeiXVOW4yGdPH1ZKzb0wmsDXwu2a1mNH4Y2luGngsTed1Q94K+Pgm2LIALHYYeiYcchMkZLd17Wolxzg4c1Q2//hsFWvzKhiUFcfybXWX6i+t9pLktGO3mKnx19/Ism+6i4TdungOG5DGPz5dGbLL6sYj+pHs2jULKtllJ8FpC7mlRKrLQYW7bmA4qGcSCTu+Dft8TK4UTK6G1/vZPWSF4rSHnwFWqyIP3r0c1n2169iyt+C3D+GS2cY+XxEuPS6Kx888gM3FVXy7uoB4p42JfVJJj3XgDDPrThqWFOPg7AO7cdu7y0KWXzA2hxiHBsVL81JLjjRdwSr47+FGwAHw18CSF+CF442ujXbCYjZx8siu9El38eL3G/nj4X2JCfEmbzLB308ZUu94tM3CQ6cNI2W34JKVEM0rlxxI5m47d0fZzPz1mAGMyqnbypPuqOHR04bU65aymk3cdswAps9bX3ssLtrKPccPIq5iPSGZLZj6TsIS0/Cg4USnnYGZoQfYx0fb6NKYNYOK1tUNODv53PD5HeAOMS4oAqXEOhjRLZFr/tCH88fm0CMlRgFnP/2hfzpDu9T/+RzfK5kDuiW0foUk4ml2lTRNdSm8ORXWzQ5dfsbLMODYVq3S3mwvreb7dYUs3FDECcO78s3qfBZuKKZLYjRTx+XQPdmJ2WRiU1EVM+dtYENhJaNzkjh1ZFe6JESH7M7KLXNTUOHB5w+SHGMndc91ckq3wvvX4DE72Tz6Fl5aWs1vhV4GZsZy0gHZWM3wzNfr2VHq5uA+KRw7LIuuidGYSjbCzOOhZOOua5lMBE96FtOAY8G295Cyakc5Zzwzn+LdWpAcVjMzp41hVPfEvXbP8elfYf6/QpeZTHDd0nbVYicdy45SN4s2FvPagk1YTCbOHdudoV3iSdM+atICFHKkaUq3wuPDjdabUIaeCSc/3apVaqwqjw+zGWwWC9VeH3aLpV73jtcfwOPzE22z1muBafyNiowguH6u8b3Fhq/3UbjjcnC4krCMmYY5OoEaXwCv37hXncXQSrfCtsUE13wB8V1h4ImY4rLAXrcVp6DCw9biar5bU0BctI0JvVNIi3MQbbOwraSaH9YX8eP6IvplxHJo/zQyE6KwWxrRXfXV/TD376HLrA64ZgnEd9m310bkd1U1PkyYiG5MF6rIPlLbqzSNyWzs1F0RegYPse135snuXQ2u3fv+vdXGOCN7DDarvcHBkY1SWbAr4AD4vVhXfoALjJaQwcdDdAJ2qzn0GJr4LhDfBdOA48LeIq/MzY1v/szXu027NZngwVOGMmVIJl0SnZyc6OTkA7o2vf4DTwgfcoaeBc7kpl9TZA9ObS0irUBjcqRpXGlw4OXhy4edHr6svfGUw7af4L2r4KWT4dNbjfFGviZMsw5lz9WHdxcMGruGN4GvqAhvbi7+CmP6eCAQ5J3FW+sEnJ2X/vNbv7C9dD9nusVlwSE31z+emAMH/wls6lYQkY5BUVqaxmyB4WfD2tmw4Zu6ZVMegrjmHavh8wfIr/DgDwSJtlnqzF7aL143/PoBzLpi17Fti2HxDDj/feg+bt+vHZ3QcLkjtlGX8RUVUbVgAQVPPY0vN5eoYcNIveZq3Bld+e93YQYoA+/9tI0/HRFiZeTGik4wgmy/o2Dh80bL1KCTjNckfh9ahkRE2ojG5Mi+qciD4g2w+nOIioe+RxpdVY6Gpzg3RV6Zm5d+2MSM79ZT5vbRPyOW248dyLCu8bii9nOqafFG+Pdo8IVYlyYxB6Z9CrEZ9cv2xu+F0i2/twh5YOVHxvRr/++DgPscDic/t9cg5C8rp+DfT1A084W6BWYzXZ97jtN+9PLbjvKQ5542siv/OK2Zth0IBCDoB4um9opIx6OQI+1SYaWH61/9iW/W1F/q/fmpozm0f9r+3WDdXGPKezhXzIf0gY27lt8L1SUQqIGfX4dvHwFPmbF+0JBTod8UePsi6D4ejn+iUYN2PevXs+7oKSHLbN27k3vPY5zzzpqQ5U+eewBHD26/Y6NaQqXHR1WNnxi7RdO8RaSW/hpIu7S9xB0y4ADc9f5yBmfF7ZpyWlUEvmow24wxQ40RrL/w3x4PaMQ1gsZU74XTjTVkbE5Y84URYvLLjRloP71idPdcMd8YsO1M2vt1AfeKFWHLvBs3MjjOhNlEve0ospOiGd41oVH3iAQVbi9r8yt5YvYa1hVU0Dc9lisn9aJnqosYhR2RTk9/BaRdWtzAHlGbiqqo8PhIc5fC9p/hizshdznEZ8Mhf4Feh0JMSsM3SOpptLSEmgof37VxYaRoLTx3mNFqM+0zqMwDsxmsUZA5DJa9Az+/Cqs/g8PvaXTAATA5Gh575HDYeOOysdz5/nKWbyvDZjFxzNBM/nR4PzIbs+BfU/i9xjYPAa/x3GIzjalcbazG7+fLX/O47vWfao+tza/kk+U7ePKcAzhsQPre1wQSkYimkCPtUlIDu2VbzCZibGZY/YnRDbRT4Rp45xIYdy0cfBNENTDA15UGR90P//tT3eNmi9GltLep8J5KYz2Z6mI47jH4/j+w7O1d5SaTEbjGXAI/Pmu0+KT1b/iau4nq1w9sNvDW3xIiavgwrAkJjEpM5MWLxlD++2afSTH25p+WW76D4PdPYVrwLNRUQFwXgofejqnvkU0KbS0hv8zDre8urXc8+Pvu8R9dm0DWboGv3O3FbDKphUekE9HHHGmXhnVNwB7mU/hRgzJICRYZe2eFMv8JqMpv+Aa2aBhymtEC0+dIyBoOY6+By+dBt7F7r6C7GH59z9jHqaaibsAB4512zt+h5ySjG6uJa8tYUlLJ+tvf6h03x8WRec89WBONLSSSYhx0T46ha6Kz+QNOVRHBD2/A9N0jxnMEKNuKadblBJa9C/7QO6zvl5oqKN9udPHtRX65h8owu7yXVHkprDAGlW8vqeb1BZu4aOZCLn1xIZ8t30FeubtZqy0i7ZM+0ki7lB7n4D/nHsBlLy7Cv9vAk+7JTm6Z0h+LZx1UFYY+ORiAwrVGl9ROFXnGbCez1Zg1ZTIZs8K6HQjHPmLspF60DqqLjOO2vQ3cNRkLIw4+BZa8FP5hv/0Php5urD3TBJboKFyH/YEe779HyeuvU7N5CzFjxxJ7+GHYurTOasOB8lzMK/8Xssz81T34eh+ONalb89zM54XidfDNP2H9HCMUjrvW6HoMM87KtJcuM5PJxPaSas797w+sza+sPf7dmkIO6ZvKP04bSlqs1vwRiWQKOdLmtpVU8/PmEn7eUkLf9FhG5ySRlRDNhN4pzP7TIcxZlc/W4mrG9Uqmf0YcGfFRkL+XKc02p/Hf6mLYOB++uAMKVoMrHSbeaKz74ko1ppK/fIpRtlN8VzhvFqT0CX/96CQYfBo44qCygVajygKY8o8mhxwAS0wMlr59Sb/1VoI+H+a9jNNpboG838I39VYXE2jiooYNyv/V2PTV93sLS/kOePcyGHwqHP0gxNRvCUuJdRAXbaWs2le/zGUnPdbBm4u21Ak4O81dlc+KbWWk9VPIEYlkCjnSptbkVXDmM/MpqNg1ANhpt/DKJQcxtEs83ZNjOGt0FOVuH3armdid6+M4k4yuotzl9S/qiIOEbkZ3yor34YNrd5VV5MLHf4b83+CQm+CdS+sGHDDWuXn1TJj6EcSmh664PRoO+TMs+C9kH2i02ITS+3Bj3Z39YLJYMDVmz6lmFohuYMyNyYTPZCf8yKkmqCo2uh59IbqQlr0F468LGXLSYx08fNpwLntxYZ1ZZhaziYdPG04QeG3B5rC3fen7jYztlYzDqr2TRCKVQo60mcIKD9e+uoTiKi/HDErh5H5RWEzw4RoPV760iLeuGIfHF+CF+RtYlVvOecPiODDbiTPahTlgxXrqDEyVBWAKQu4KWDTdWITv9BeMgcMV2+HzO4ybRScaKzWnDQRPGcHc38ivNuMfcR2xWQfh+nkGuEt2q9wafOW5VJgTCZgr8Aa8OKwOEhwJux6TmAOjLzZai1Z/tmvBP1u00QKRMwG6jjHClsWCr6CAoM+HKToaa3x867zI+8GfkGO8biG2qfDnTKbKlohzzwJ3GdSUg8litJrt1qXkzS8Avw+z04ll9zWrPKWwaX74iqz5AjKH1jtstZgZ3zuZj6+byPPfrmdVbgUDMuO4cHwO3ZKclLq9BBpYBswXCNKuVgnzeXZ1wTpTwPp7hPSUG18mM8SkGTP4GqmgwoPXHyDaZiHB2SyRVKRDUciRNlNUWUNBhYdPpuaQtfIFYua8AQE/B/Y7kdxTL6WwwsNZz/7A+SMSeWRMOWlL7sNru4YATiyVyzAtespomck6AMZeDX+4E1L6Gl1DFquxQJ+7xFiNedQ0+OFp+OkV8o5/iQ/dk/nv88soqTIztsdR/OmkM+n1/W3Y139ZW79is4UFO+by3+VPsbl8M70SenH9AdczIGkAcT4vbJoHX91ndG+d8TLMuR8CPjj8blj8Enz0Z7BFEzxgKoE+J7L5hrvwrF1L1KCBpN3wJxx9+2CJiQn38rQ5X0wGRSe9QtJbp+0aeAyQ1JPtE+8jyrFbUPF5oGANzL4bNnxrtLQddCUMOgmfx0rF119T+MyzePPyiB46lLQbbsDeuxcWpxMwG2/g4dYusobvUnLarfTLiOOeE4dQ7fUTbdu1s3yS2cSJw7vwxFehF008a0w3omztpBWneCPM/xcsfcsIhkPPhLFXGaFx9t+MDV+jE+GgK4xxYHtZjbuwwsO3awp4/Ms1bC+tZmBWHDcf1Z/+GbH7v1q4SAeiFY+lzSzfWkqgdAtDPjvLmGK9u5hUys/7lOs+yuPhAatJ/PQavEc9R+XaMuJs8zGveLPu400mOOkZKN0Eoy6B6HjIXwWvnGaEjrcuhICfgiP+xY0rejJnTWmd020WE++c24MhH50I5TuoHno6L/QcyRM//7teve8ZdzfHVlZj3X3fq/iuMPoS6HMEPH+E8cl7N8G0QVT1uYlN19xSe6zrk/8hdvLkfXrtWktuSSWV+RtxFS7FXraR6tShbLN1Iy0rh+yk3dpxti6B5w/f1Zr1u2Dvw6nOuZSNF19X98ImE9nPPYdr/DjwVMCsy429xEK5eoERXvfB1uIqTntqPttK63aFjeiWwFPnjiQ9rh2MySnZZKy3VJG761hMKpz4H3jtnPprOfWcBCc/G3ZAdrnby+NfrubZb+rvb/b0eSM5YmD6Xgdti0QKTSGXNpMa66Br/tf1Aw5AZT7Ry17hlkNSSfz6DkjojjvXh3NAt/oBB36fsn0/OOJ3DQSOSTYGGc99EAJ+cMSyJW5EvYAD4PUHueurQkoOuBqA/DEX8dTSp0PW+8EF/yA/ao89unbuV/XNQ/UCDoApbzn2qBJsXXdtcLnj7nvw5uWFeXXah/SEGOIyelHS42h+6zWNovSxZHfrWTfgVBUZ45z89df0Ma35HKujBnPMHh1bwSA77r4bb36+sd/Z4XeHftP+wx1Gt9c+6pLo5M3Lx3LjEX3pneZiUFYc9588hCfPaScBx++Hn1+rG3AARl5gzDQLtVjlujlGy08YBRU1PPdt6A1cb5+1jNwyTZ+XzkPdVdJmkq1uLGvfC1tu/e090vueBNXFBHscSsUva4iOaWAmU9E6440ybzmk9DamIXcdBe8vM8rTBjB3Q/g/8Is2lVJ+yCgcIy9lK+AL1J+1A1DuLafEaqPeJPPsMfDFXWGvb9v2JdHDhuLdsgUA3/bt+EtLsaXt5z5cLSwl1kFKrAPCZQ1PGWxZEPZ8S+73OPr2pXrJT3WOezduJFBeDqmpxnT/i7+EVZ8am5q60mHMpZDUw5jSvx+6JDq5YlJvzhzTDbPJWFuo3XAXw4pZ9Y9nDIWvHwp/3qpPIHt0yKI1eeVhxxrllXsoqfaSEd/Mq2KLtFMKOdJmLFYbQZuTsA3nthiCpt/HTARqMFutBK17+eNsMhsDf2uv4dw13sPvxWUP33hps5hwJ/bh7qrTmLyXD7sWU4jr+GuMe4cYqAsQsDoJ1tT9ZG6y7vErGAwarU6WDvSrabIY6w+FCYVBa0y951176u7PP6GbsUL0iHPAbG/W18BiNpHiakfhZiezte7P604Bf/htR6DB1byj97IopLUJA5dFOjr9tEvbscdgOuiKsMW+0ZexrNgCyb0xrZ9L3IRh+GN6gCXMwMmcicZeVruP33AmQb+jjf/f/jOTc8K/0R01KINn5m3l1SX5eDwu4h2hWxC6xXYjsTxEN9Nv/4OhZ4S9vr/bcVTO/772+6jhw7AkJBjfuMuN6fAf3wxvng+LXoCS8NOf2xVnsjEYNoxA+oG4f/2t/mkHHrjr+e/O5uxYIW9/RCfAgSF+B1Z/BgNPCH9e36PDFuUkO4kOM6B6cJc4kmI08Fg6D4UcaVuZw2BQiDfInpOw9D6UnOyulB/7DBDEVvUL1as34Z/8QP0NImNSYcL1RpfR7mM4HLFwxL3GjKtggLQV07nz8PoL83VNjOa0Udl88PM2AGZ+XcT94/+B1Vz3zdZpdfLgwQ+QmtSvftjasghGnGs8pz34h5xP+ZJ1BCqMWUqWhASy/vY3Y3sGTwUsexOeHAc/PmWEpQ+ugef+YHTBtXd2J0y+zWiJ2UPwqAfwE8Oe/SeW5GQy7rqz7lTyzipnorGe0u6Wv2MMZA+1xtLhf2twb7W0OAdPnD0Ci7nu70hctJWHThvWvrrrRFqYZldJ26vINzbXXPyCsdP1iPOMzSx/Dys+rxdT+VZMqz4mYE4iEN8fi7UG89r3MRVvgG4HGQvyOZONqbWhmv9LtxhTm1d+RHn/09maPJY3Fu9gR5mbowZlMqRrPN+uzue7tYUMyIhlXO8USqqqyMnw8uWmz1hZ/BsHpB3A5G6TyYzJxBLwG1tBLHsbdiw19rvqf4wxy6oiD3b8YuxA7ogjeMD5+K3JFL32HjXr1hEzfjwxEyZgy8oyZrkUroUnRtYLAoDxif3kZyCqA/zslm6BTd/Dr+9DbJYR+BK6EQhY8W7fTumsWdRs3Ijr4INxjhuHPavpq0BHrIo8yF9p/A6YzMbA45S+xtT8zT8Y43ZcmXDAuRDfzZg92AC318+2kmpmLdnKqrwKxvdKZnL/NLokRGtmlXQqCjnSfuz8UWzoj3AgULsYWjAQ2DWep7HjDHY73/g2iHm3T7w7vw/8voTuzrJAMIA51DicENds6HgwEMC052MXvwjvXx362iYzXLtkv1dNblXhXg/CPH/ZJdzvQAOv6d7s+TMu0pl0ko5v6RAa8wlztz/0+/Rmucc5e/7x3/l9vePhAk6IazZ0PGSda+rvrVQrGDDe4DqSBv5dFHD2ItzvwH68bgo40pkp5Ig0t8qC3XY8b8QaLznjw5dlDO0YXVUiIu2QQo60jf1oft9X1V4/uWVuvl9bSH65h7G9kumeHENqbDMNxHSXGoOPv7jDmCmV0A0O/rOxrURMavjz4roYg6+Xv133uNkKxzwMMSnNUz8RkU5GY3Kk9bjLjCXsl7wE5dtgwHHGgN34rns/dz9Ve/3M+S2Pq19dgn+3LauHZxvL+2fE7+fqtwE/LH0T3r2sftlBV8CkWxtukanIMxbC++5RoyWo21g49DZI7gO2drAyr4hIB6SQI63DUw4/vQIf31T3eEI3uOBDSOzeorffUFDJoQ/PIRDip/2SiT3485H9sFv3Y7PG0i3w9ERji4M9mUxw9WJI7rn361TkGYvqOWKNLxER2WcaBSitozy3fsABo2Vn9r1QU9Wit5+7Oj9kwAF4+YdNFFSEWVm2sapLQgccMGbMFIXeCbseV5qxpo8CjojIflPIkdax5ovwZcvfhqrCFr19Xmn4fRqqavz4ffU3l2yScKsw72R3NVwuIiLNTiFHWkeInblrBXwQ9Lfo7Sf0CT94d2BmHM5NX0Her6EX5GsMZ7IxEyqUqHiIz96364qIyD5TyJFa/kCQrSXV/LC+kC9W5LI2v4LS6v1s4dip9x/CFgW7jgZHy46X6pnqon9G6C6gOyYnk/zNHTD9aKP7bF/EpBgrE0cn1j1uscMZLzW4DL+IiLQMTSEXAHz+AEs2l3DxzIV1gs1pI7ty01H993+adUI2wd5HYFrzWd3jZiv5E+7B64mmi3P/btGQ9Lgopl84mie+XM1bi7fi8QXom+7irkNTGLLq31C8wXjgyo/hoMv37Sap/eGyr43tIzZ8C2kDjK0e4rp2ng0nRUTaEc2uEgA2F1Vx+CNzcXvrr65765QBXDShR70N/5qqJG8zweWzSPz5Gagqwps9noIxN3Hbtx6ykuO4/diBOPZnhlMjuMsLKdz0G76giZjS1aQserTuJph9j4LTXwBrx9rEMLfMTUmVMXg60WknLU7TzkVE9PFSAJi3tiBkwAF4au5ajh+WSUZ8iI0vGykYDHLX7AI2FY1g2ugXiHOYWbDdy8zXCimr9hG/pZKrJ/fer3s0RpQpQJev/2ws1hdKYg8w72UQcTtS4/OzZFMJN771M5uLqgHITorm4dOGMTw7Yf+mxYuIdHAakyMArMsPv39SUWUNXv+uBj9fcTHebdvw7thB0Bt6zI7fHyC/3M3Gwko2FlZSXFlDWqyDbvF20lxW4qLMxNrN2C3Gj6DFbKLGH2RrcRW5pe7aDTKb2w6/i6KR14YuNJmM3Z991ca6N6VbGt5Xqh3YVFTFOc/9UBtwADYXVXPOcz+wqahlp+WLhFWeCyWboXxHW9dEOjm15AgAI7snhi3LSXbisJnxV1fj+fVXcu//O+6lSzHHxJB4ztkknnMOtvRdezTllrnZXlLNez9t4+3FWyhz+xjXK5lnT8jE+v1/cXz4CnirGNJtPMedege3fOujZ3oiz369lhe/30SKy84Vk3px/LAu+zcWyOs2WmUsRmtGjS/Ak3PWMiJlAIcPv4iYn/6767EWG95jn8Bmi4ZZV8Fv7xvHBxwPh/4Vkno1bgPRVuTx+Xnum/X4QgRCrz/I899u4K7jB2G36rOMtJKqQlgzG2bfAyUbjS1LDvmLMTZN25NIG9CYHAFgW0k1J/3nO3LLPPXKnjr3AI4anEnlwoVsOu/8etOso0aMIPtfj2NNSaGwwsP36wp5/rsNLNpYXPuYV87oxkHfXYy54Le6FzdbyTvzE1aZcrhg+oI6Wy6cPrIrtx07kPjoJnYflWyGNZ/Dyo8gNgtGXwSJOWz32Dnyka8p9/i4dlwaJ/W14yxYStAWRWlcfxbkWzkn72FY+kbd60UnwqVz921VZr/X2NPKbIXohKaf34CiSg/nPPcDv24PPT1/YGYcL118IEkx9ma9r0hIXg/88JSxd9ueJtwAE/8EDq0XJa1LH/EEgKyEaF679KA6LToJTht/P3kIB/VMxldURO7f7g25jox7yRJqNm8GjFYcMNUJOFnxUfTyr6sfcAACPlJ+uJ+VG7fWCTgAbyzaQmFF/dDVoKJ18Nwf4MM/wurPYfFMePpgWPwizmAVgaDxFB77Lo9DZ2zhpG+yOPbzBI6YsZGftleDN0QXT3WxsSWFvwlr+QSDxoytr+6DGcfAK6fDiveNbRuaSZTVQrfE8FPSuiVHE2XTr7i0kopcmHt/6LJ5jxt7som0MnVXSa0eKS6eO38URVU11PgCxEfbSI91YLGYqSmsxPNbiJDyu8p583COGMH6gkqWbi2tUzYwK46kTW+HORPM6+cydFjoAbJr8iromdrIT3+ecvjsduOP7Z4+u43Yvkdy3NBMXl1gBLJAELaW7BrLcmr/KPhkfuhrr/wIDrzUWPSvMYrWwnOHGQFpp80/GLuNT3mwWZrunQ4rl0/qxacrQjxf4LKDe+G061dcWklVAXirQ5cFfFCxA5JyWrVKIvqYJ3UkxtjplepiQGYcWQnRWH4fGIzFgskevtvDkpQEgNNuJS6qbvdStddPTVQDb+pR8VTWhJ7ZFdeUrqqqIiOMhGFeN4dr/9CH5BDdN5P6ptLLtDX89hLRCcbCfo1RU2nsx7V7wNlp+dtQvLFx12mE3qku7j1pcO0AbgC7xcz9Jw2hd2PDoUhz2NuyC7aWnTkpEoo+5kmjWJOSiD/xREreeKN+odlMzLhxAPRKc2EyGbOldnY/LVhfTNGEE4j58bGQ164aPo0ZP9fvJoqLspKd1IQVAoMB4yscbxWZCdHMumo8byzczMfLdhBjtzBtQg/G9kwmJffr8OeOvabxm2ZWl8Cv74cvX/4OdB3ZuGvtRWy0jZMP6MrBfVJZX2DMBOuREkNKrINom6aPSyuKSYGUPlCwun5ZXBbEpLZ+naTTU0uONIo5KoqUKy7H3rt33QKTiawHHsCalgZAeqwDp93KXccNYufagTX+AC+u8FM++d76F+4yGvOoqazYUXeqtsNq5tkLRpHelNlVUfHQZVT48p6TAchOcnLdH/rw2qUHMXPaGE7o6yQtWAAp/WH42fXPG34udBnR+HoAmBr41WqobB9E2yxkJzk5uG8qB/dNJTvJqYAjrc+VDqfNrL+1id0FZ76irU2kTWh2lTSJNy8Pz+rVVHzzLba0NFyHTsaWlobZuavFxe31k1fmprjKy9er8ymqqOHgvimMzLAR582HXz80unL6HQXJfSA2nW0l1fy8pYQF64volepiYp9UMuOjsDV1+vO2JfDfI8BfU/f4oJNhykMQs9uYGnc5bF8Mn/4Vdvxi/JE+6WkjLP36gTFlfMjpEJsOjngwN7Iu3ir44I/wy2uhyy+dC1nDm/a8RDqCYBBKN8Om743fxfTBkDMB4ruCWcFbWp9CjkQWfw0UroW5D8KGb4yBwuOvg96HgSut7mN/+x+8FqLlZugZcMzD4C6BtXNg5f+MqegjL4TEbkYI2pui9fDfw6Eyv+7xEefBYf9XN2yJiEiLUMiRyOSpBE+psRigK8RYgLLt8N/DjFWN92R3wSWz4YUToHx73bKj/m4Elcas91GyCZa9Y4zPiYqHsVdDxtDQ9RERkWankCOdU/5K+PeY0GWjLzaWo//tw9DlVy+ClN6hy/YUCIC30ghbNm2aKSLSmjS7SlpWZYExtTvoNwYkxmY07/WrS41uJZ8b1s6GvF+h20HQfQIkZIffisFiM8pCZfweB8ObU8Pfc92cRoUcj9fP9lI3ny7PY0NhJeN6pXBA9wS6JDRhxpiIiOwzhRxpGQE/5K2AWVfAjqXGscQcOO4xyD6w8Wtm+H3G2jUmszFFdffQUrwRvnscekyEdy8zgg4YqxxHJ8KFH0HawNDXdSZDrz/Ami9CFJoanopeU7HXatf4/cxbW8glLyys3Vvq1R83kxrr4I3LDqJHitawERFpaZpCLi2jZBM8f9SugAPGNgcvngSFaxp/jTn3w/SjYOaxsOA5KNtmlJVtM8bMdB8LH16/K+DsVF0Mb10EFfn1LgsYY2SmPGRsILg7sxUSukHWAeHr1WvyXqueV+bhipcX1ds8M7/cwy3vLKWkqibMmSIi0lzUkiPNLxCApW+GbvEIBmDO342p2g0N3i3eBM8fboyN2emjG409pM58xRhTU7bFCCWhVhYGoyWpqjD8QN+kHnDRZ8ZU13VzILEH9JtiLFx2zMPw/BHGBpu7G3A8xHVt8OmDsR2F2xu6Nej7dUUUV3lJcGrjTBGRlqSQI83PVw0bvwtfvm2xEYDChRy/12i12T3g7H7utsVQus0YzBtqQ80619pLi0l8V+NrwHF1j6cPgku/hjn3wYZvje6tcddC36MaNf27zO1rsNzrb6A7TEREmoVCjjQ/ix0ScsKXx2U1vM9NVSEseyt8+eKZMP56I+DEpBjjdUKNoYmKB2dSY2tdl9UB6QPhxKfAU2a0GO25zk4DBmaGn8mXERdFXJR+9UREWprG5Ejzs9hgzCXhyw++qf7S73WYjGuEvb4dknqBzWks6DdyaujHHXY3uPZzNpfDZYSyJgQcgBSXnZNHdAlZdtfxA0mP03RyEZGWppAjLSMxxxh3s/vO3SYzHPxn6Dq64XNjUmDE+eHLB54IFXkw7TNY/i6k9IXD74GE7kZ52gA463UYdAJY2qbFJMFp55YpA/i/4weREReFyQSDsuJ4+eIDGd87BVO4qe0iItJstBigtBxvtRFG8n8Dn8fYx8aV2rjdvEu3wksnGQOMd9fncOh9OHx6K1w6B6KTjNlawYAxtsZiN1p42smqwsFgkPxyD75AkCibmaSYJmw42oH5/AHyyj0UVngwmUwkx9hJj4vCbFa4E5HWo5Aj7VfpVmMdm2Vvg9UOA08Arxs+vcUYnNzncDjleYjSv2utinxjK4qSTcbCi/FdWn3350qPj69X53Pz20sprTZmp6W47Pzz9OEc2CMJh3ZIF5FW0q5Dzv33388777zDb7/9RnR0NOPGjeOBBx6gX79+jb5GZw85JVU1lFV7CQLx0bamTVuuKgJ3qfH/0YkQndC0m/v9ULHdWMPG5qTMkkyJx0/Q7yPOUkOiqQp/VBK5lT48vgAOm5m0uBisNhtFlR7Kqn2YK3aQWPYrsVu/hV/f27VODhiDg69ZYryR/y6/zE2F243JZMJmNuMPmoh12kls4Hm7vX4KKjx4/UGcdkuTxsvU+PzkV3io8QWJsgRJNxVjXvWx0YrVc7KxDs/+bMZZvgNqKo0xSjGp4RdR9PugZKPRqlVdBD+/Duu+gsQe+M56g5r4njgdzdB1t/NnwmSCqISQPxNLt5Rw/L+/q7eYtMVs4pPrJtInPUxLnrvMqHswgM8WS77fhdsXaPK/iYjITu16isfcuXO56qqrGD16ND6fj9tuu40jjjiCFStWEBMT09bVa9cCgSBr8iq4/b1l/LC+CIBROYncc8Jg+qS5sFoaGI7l90H+CvjwT7DlR+NYj0PgyHuNYGF3Ga0De44r8VRAwGfMaqosgJ9fhW//SdCVwdojZnDXnI18u9aoywHZcTx06hA+X7KZJ7/dTEmVl7hoK3dN6UtOWjx3vL+cZVvLMJlgcp9kbp94Hj1Wf1r3ftGJxjgfoMrjY8mmIu54/1fW5ldgNZs4bGA6Z43OZsYHK7jxiH70y4it97x3lFbz+JdreHvxFjy+AF0To7ltygDG904hLrqBwc9AXpmb6fM28MK8DVTW+El1OfjjhFSONkPi7DuMBw06GY5+oMkDl6kuNXZR//RWI7xY7DDsLDjkL3VCHWB0CS6eCfOeMLa4iE409t8acCz8709YXz+T5Ye9SlJ6NtlJ+7ilhN9nrDv0vxtgywLjWI9JMOVBY0zU7z8LlR4fT3y1JuRuGf5AkBfmbeD24wZit+7RmlO4Bj652Wi5CwaxZg7HPPE+7p4XZHVhDbcc3Z8JfVKIj9baQiLSeO26JWdP+fn5pKWlMXfuXA4++OBGndNZW3I2FVYy5fFvqfDUXa/Fabfw0bUTyUlpICQWrIGnJxitEbuLiodTn4dZV8Gxjxh7PDlcUJELWxfB908Z07oHnwpdRsIb50HFDjafNZdjXt1BWfWuupw6sitRNgsvfb+x9pjLYeVfZ43g0hcX4vXX/bFMcdl579QEurx22K6Dh90N464Bs5mF6ws57Znv6725dkty8qcj+nLTW7/w0bUT6ZW2a22e/HI3l7ywiJ82l9R7Cf5zzgFMGRK+m6ekqoZb313KR0vrr+Vz2x+ymJr3ILbVHxkHTvgPjDgn7LVC+vVDeD3EOVkjjEHVsenG954K+PxOWPhc/ceOvthoBfr5Vbae/ilnf1jNa5cdRGZ8I7fU2F3BanhqQv2VpaMS4LK5xkBzjNf09Ke/Z31BZcjLHNAtgRkXjqkbIEs2wbOTjWC8O4uNbWd8xuEv5VFZ4+eJs0Zw7LCsptddRDqtDjW7qrTU6DpJStrHtU86CZ8/wGsLNtcLOABVNX5e/H4DNT5/mJPd8P2/6wccMLop1s2BtP7w+tlQsNJoRfjwT/DqWbB+rvEp/5O/wNvT4IQn8PeYzHtrfHUCDsCRgzJ4fcGmOsdOHJ7FKz9uqhdwAAoqapi9zVK73YKv+0RqBp8GZjNFlTXc879fQ7YebCqqotLjJznGznPfrMPt3fW8txRXhww4APf+71dyy9why3bWJ1TAAXjs2zzyhl2568C8x4zXqbHKd8Bnt4Uu27YESjbs+r4yDxY9H/qxi2fCwOMBMFcXUlhZw8+bSxtfj528bqOVaM+AA0bL0S9vGnuVAU67lZ4NBOh+6bFE7TkmZ9Wn9QMOgN9L6qJHOWuE0d1370e/klsa/t9ERGRPHSbkBINBbrjhBiZMmMDgwYPDPs7j8VBWVlbnq7OpcBsDP8P5dnUh5eFW5HWXGWElnM0/GqsBB4PGG1/+Svjtg/qPK9kEKz+masBpzN3kqVfs9QfqhZl+GXEs3hhmiwbgy40+Ssdcz7ZTP+Djfn/j9i8LqPL4cHv9/Lwl/Jv3z1tK6Jsey7x1dZ/3kk0lYc/ZWlJNVU34VYs3FIZuqQCo8PgoDe72Rl9VaHTjNVZNpbHPVzibf9z1/5X54TcT9Xtrt6XwujKprPHx1comhK2dPKWw4evw5Wu/MOoMxDisXHNon5APM5tg6vgc7Nbd/ux43bDqk7CXtm2dz+gMo1d9e6mbygb+TURE9tRhQs7VV1/NL7/8wquvvtrg4+6//37i4+Nrv7Kzs1uphu2H3WYm1RV+qnJKrL3uG83uLHZjgGs4Mam7BiPbXUZrQTgrZmFPyibdVX/ol81SfypxudtLsiv8mIsUl4Nncvtx1FvVXPP+Vt5etIWCCg9mk4kEZ/jxM8kxdsrcXpJjHHXumx4X/jWyW8xYzeF/PRIbuB9AnQWNu08wuvoay2JreEXo2N26bGx7GWNjtuLNmcycLUYu7ZqwD11VFoexdlE4row66yH1SovhkTOG4dptoHN8tI1nzhtFtz3HBJlt9TdJ3V1MKoVuIwzbLCZsDY0lExHZQ4f4i3HNNdfw/vvv89VXX9G1a8ObI95yyy2UlpbWfm3evLmVatl+OO1WLju4V9jyyw/uRWxUmDfp6AQY/8fwFx98irHKMBizhsK1IgAEAzjKNjFtWP031k1FVfRNr7t31fs/b+P0UeFD6RED0/nvt+tr94XyBYK/D/i1c9H4nJDnmE0wOieJJZtLuGJSrzqzy4Z2TcARJuydOCKLlAYCV1Z8dNggObZnIklbvzK+sdhg0s1gb8JA+ZhUGHpW6DKrA7qO2u2xaZDUM/Rj0wbi9/tZMeY+7puTi8kEU4buw3Ty6ASYcEP48rFXgW3X7KfYKBvHDM3k0+snMuvKcbx/9Xg+vm4ik/qlEm3fI/BaLDD6orCXLhh2BTN+Kgfg+GFZDYZgEZE9teuQEwwGufrqq3nnnXeYPXs2PXr02Os5DoeDuLi4Ol+dUb/MWK6a1Lve8Usm9mBQl728Jl1HwZhL6x8fezXsWLpr1+8ehzS8MnH/Y2H1Z/Tc/hE3Hlx3e4Vnvl7HfScNIS12V1D4bUc5CU4bJw6vO7jUZII/HtaHr1cX1NnZ224xE+OwYrGYOWN0Nyb2rjtV22I28X/HD+b1hZs5e0w3DuiWUKc8Iy6K6ReOrhd0BmfF8cfD+tZ/Q9793Pgonr9wdL09qLolOXlgciwJi/5lrOw87XNjC4qmsEXDpJuMQca7szrgrDcgbregEptu7Mq+Z+tbbCY1Jz3HE5u6cforG/H6gzx6+nAy4/dxKnbX0cZA5j1N/isk1++eslssdEl0MrxbIkO7JpCVEB1+Rl9iDzjq7/Vm61UPOI1FluGsyq1gYGYsfzqiH84G/k1ERPbUrmdXXXnllbzyyiu89957ddbGiY+PJzq6cc3unXV2FUBZtZf8cg/z1xUSCAYZ1yuF1Fh746bhVhdDea4xPicYhOResPIjWPg8mC1wyC3GJ/CAF969HNbOrnt+bAZM/QiKN0Lecsq7HUq+rQvz15Xg9fsY181JhrmMyqh0VuVVsGpHOX3SY+mbEUd0VDS5ZW7mryvEYbXQPdnJ24u38M7irXVuccG47txy9IDagayFFR62FVfw4/oiYqPtDMiMY2tJNT1TY0mLdYRcI6jG5ye3zMPPW0rYUepmeLcEuic5SY3dexgIBIJsL61mxfYyNhRUMbhLHD2So8mg2Hhd9meDUDAGKxdvgM0LjNez6ygj4FhC/PuVboG8X43VpdMG4k3uyzpPPN+tKSQu2sronCTSYh0NBre9qio2ZtKtn2t0M/WYCK705lmM0VNuPN8N3xL0VuPvPoFN3ni+2uhlWHYC3ZMb928iIrK7dh1ywu3vM336dKZOndqoa3TmkNNsfF5jUb/ijeD3QFJvY4yG4/fupvIdsP5r+OFJY1bWoJNh2JmQ0K1Zbr+luIob3/yZ79cZa+xYzCZOG9mVPx3RV298IiISVrsOOc1BIacVVRcbU4mjEo2xFs2opKqGwsoaqjw+4qJtpLgcxDTHCr4iIhKx9C4hjbez+2TVp8Ymm/2ONlY+3tldEZ3YYrdOcNqbtiVFYwWDxl5Pngpjfyznbi1UIiLSoaklRxqnfAe8e5mxGODuDv8bHHA+RDdhinR7UV0Ka780Ft4r22aMNep/HBxxT7N1tYmISNtRS47UqvH5ySv3sLW4Gl8gSHaSkxSXHafVDMveqR9wAD7/K/SaBNFDWru6+2/DN/DWhbu+D/hhxSzIWw4XfGgM9hURkQ5LIUcAqKrxMXdlPje88TPdk51kJzkprPAwZUgm5w+Jwv79f8KfvPglmPJA61W2OZTvgM9vD11WsBoKVinkiIh0cO16nRxpPZuLqnjsy9U8ftYIThieRWyUlYP7ptIr1YW7xmvsURROxXYINLAoYHvkrYaideHLN33fenUREZEWoZYcwesP8P7P27jpqP5c/9qS2hWFARxWMx9eOozYnIMxrfxf6AsMPBEa2AKhWfm9RitMZb6xeFxM6u/bCjTxR9lsNbalqKkIXR7f+bYDERGJNAo5Qo0vQL/0WO7936+1AadrYjRXjkmkf4qN3MIiehz+N6xrPqvd8LFWYg5kH9g6FfVUwOrP4IPrwPP7xqvRiXDiU9DjYLDvZR+n3bnSYeSFMP9f9cusDug+tnnqLCIibUbdVUKUzUJaXBRr841WjYtHp/DO0T7OXnUdB7w9ngmzT8G0+lO48nvIOdg4yWKHEefBBR9AfAMbLDangtXGQGHPbjvLVxfDa2dBycamXctqN/Zc6nFI3eO2aDjnLYjLCn2eiIh0GJpCLgCszi3nvZ+3QSDItJRlJH0YYtPEoWfCYXcZWxaYzOBMNkJBa6iphHcuhd8+DF1+wAUw5SEjvDRFZQGUbYVtPxldXxmDwZUJ1oZ3GRcRkfZP3VWdXLnby7r8Sp6cs4ZNRdU8fHQaSR+GmXX0y2sw8QZI7Re6vCXVVBr7MoWTuwy8VU0POTEpxlfmsP2rn4iItDsKOZ2Y2+vnf0u3c/PbS2uPWWuijIXxwtmxtG1Cjj2GYNoATIVrQhbXpA4iYHKgnaxERGQnhZxOLL/cw53vLa9zLGDeSzeN4/cuP7/fmDruKQNrFAFLLL7SaoIeD+bERII1NQQqKzE7HFiSk7HExOxfZe0x+MbdgO3XD2oPeftMIW/oZVSYXFiTcnBUB+mqlLP/AoHft7ooM8ZeOVM65orWItLpKeR0YhuLqvD46q5vM2ezn97dJ2LZ+I1xIOsA6HcUmG2w+QdI7Q+VhbD0TZhzv7F+jsmMqc/RBPpcTOXyTQSqqiiaMZNAWRmYzcQe9gfSb74FW1bmftV3szmL+CnPkjz7zxQeci+vlw7kP2/lU+GpxGLO45ghmdwypT+Z8a00TigSVZfA6k/h09uMafoAPSfDsY9AUo82rZqISFNpdlVnFQgY2xjs4ckfCtk64X5I6gWnTjc24Vw+C356GdIHA0FY8zl88pddCwQGA5hW/Q/HgttxHdCfgsf/ZQSc3+9T/tnnbL76anwFBftV5RqLk2uWZPHbaXN5pXIUD87ZToXHmPLuDwR5/+dtXPfqTxRWePbrPp3axnnGAO+dAQdg3VfwwvFQurXt6iUisg8Ucjqy8lzYOB/m/gMWvwhFG8DrbsR5O2Dev+jOduyWuj8CJVVezn4nn4rT3yA471/w1b2QtwIK18A3D8HzR4IrzZhdtQdT3jLMNfmYY+qvV+NZsQLv1gbG+jRCistBsTvAmgo7T329IeRjftxQRG6ZQs4+qcg19iILpWSTMbhbRKQDUcjpqMq2wiunw/Sj4Ku/wftXwxMjjU/dDQWdynx472r44g5SFz3C/x1Rfz0Yu8WMPX85pm2L659fvh1Wfgx9Dg95eVPRKqzpofd8cq9e1ainFk6Ky8HT540iym6hsqZ+K9RO6wvCrGIsDfO6oXBt+PKN81uvLiIizUAhpyPyueGbR2D7T3WPB3zw+rlGEAmndKvR3QRErZzFseVvMuvcHI4ckMKAzFjOHN2VV6eNwP7LS+GvsfLj+ovo/S4Yk4m/tDRkmS1z/8bkAHRLctIzJQazKfxjUmM1+nifmG3GCtLhJPdsvbqIiDQDhZyOqCIflrwYuizggw3fhj93wzd1vo1d+C+GfziFRxLf4uXBS/i/P6STHhdlvOGFY7ZCMMSGnFEJBGNz8BcW1iuyJCRg79E8A1fT4xwcNSh0a1FqrIPsRA083ieudDjoytBlVseu1a5FRDoIhZyOKOA1WnPCqcgNXxaVUP+YuwTn4mdI+u7/cAQ9xhva6Gnhr3HAeVC6x/gaZxLeo57BW2UieuTIOkWWxESy//tfbBmhg0lTxThs/PXYgQzPrjutOTXWwYvTxpCZoJCzTywWOOB8GHBC3eN2F5zzNsRrqwsR6Vi0rUNHVJELM46FgjBjXC78GLqPC11WtA7+NRKcyRQd9BcKU8ZQ5TORaK0hpWw5zhGngj0GKvLg/Wtg1Sd1z0/pC+fNMoJQ+XbIX0kwJo2gqwvuTcV4CwqJ6t+PQGUlNes3YE1Nwd6tG9aMDEymBvqY9kFBhYftpdWsy68kIy6K7CQnWQo4+6+qyPj3z11udF+l9IHYzKbv9C4i0sYUcjqqNbPhpZPqH88cBme/CbHpoc+rqYQ1X7DB1ourPylm2VZjqrfVbOKCsd25fFJvUmMdxmMr8mDbEvjhafDXwPBzjN2+W2tDThERkf2gkNNRecph84/wyc1Gi441CoafCwffAHENh5AdJRWc+vSPbCmurlf2x8P7cuWkXth2n1peU2mMwXHENvezEBERaTFqf+6oHLHQ+w8w9X9GCDFbwZVqhJ292FjkqRNw7BYzF4xK5ZR+NqKCRVBsAYfT6LYAcCZBbPOMpxEREWktCjkdnSutyaesydu1jozDaub1s3MYuOyf2N9621gF2WKHoWdCj4kw63KI7wYn/ge6jGr6Lt8iIiJtRLOrOqEeKbs2y7zx4HQGLboT+4o3dm3z4K+BJS/Ami9gxPlQvN5Y1r94Q9tUWEREZB8o5HRCPVJjSI8zBhcf0d2Cbe2noR+47C3oe4Tx/34v/PAU+LRlgnRAgYB+dkU6IYWcTigzPpqXLz6Ifuku7J4GNs0M+I1ws9OWBVCjLROkA/FUQO4KY4D+6+fAvCegeCNE9nwLEfmdxuR0Ur3TXLx48YEklK9p+IFWx67/T8wBq9ahkQ7CWw0r/wfvXrYr1Kz+HL7+B0z7GNIGtm39RKTFqSWnE0uLjcIelxb+j33ORKP1Zqfx14G9/g7jIu1SRS68d1X9Vht3Cbx/7a7ZgyISsRRyOjtXGpz5irGq7e4yhxuh5odnjNlWxz1mrHbcVO5SyFsBX9wFs66CVZ9CWQMbiIo0lx3L6na37m7LAoUckU5A3VUCST3ggv9B+TYjgMR3BUcclGyE02ZCci8jDNma2FXlLoPFL8Fnt+469tNLRsvROW9p5WRpWQ3t7wYQ9LdOPUSkzSjkiCE23fjKGrHrWFLO/l2zbFvdgLNT3gqY/2847C6tuyMtJ3NY+LKknhAVH75cRCKCuquk5Sx/N3zZ4hlQ1cDMrhYQCATxBQKtek9pQ640OOjK+sdNZjj2Ea3iLdIJqCWnsSrzobLAWCgv+vdtDiy2/bpkoKYGX34B/tISzA4HlsRErElJ4U/we6F8B1QXGeNknCnGVg7tkd8LPQ+B9IHGlhNF6+D7J6Fsq1HurTL2w2oFBRUe1uZV8MqPm/D4Apw+KptBWXGkx+19CwzpwKLiYeKfIPtA+OYhKN8OWQfAoX+F5D57P19EOjyFnMbI+xXevghylxvfO2Lh0DtgyGngTNynS/qKiyl5+20K/v0fgtXGPlJRgwaS9dBDOHr0qH9CVREsexu+/D9jc04wxrac+jyk9geTaZ/q0SKqimDpWzD77l11TR9kDF7+9BYoWA05h4C95Tf8LKjwcPcHK3j/5221xz5ZtoOR3RP599kHkBGvoBPRYlJg0ImQM8H4gGJ3QVQEbdQrIg1Sd9XelGyGGVN2BRww3rg//jNs+HqfLhkMBqn46ivyH3q4NuAAuJevYNP5F+DdHmL20cbv4KMbd4UGMMa2TD8aSrfsUz1azPpvjNdn97rmLod3L4U/3Gm0gB1xD0S3/JiI37aX1wk4Oy3aWMwXv+a2+P2lnYhJgbgsBRyRTkYhZ282/xB+qumX/2esxdFEvrw88h97PHRZfj7ulSvrHqzINaZgh1JdDJvmN7kOLaY8F768K3RZVZHxXC6fZ7Q+tTCP18+MeevDls+ct4GCCi31LyISqRRy9mbzgvBlhWvBV9PkSwY9Nfhyw4cj97JldQ/4vVDYwMrEm39sch1ajL/GGH8TTv4qSO3bKrOq/MEgbm/4cT/VXj+BgJb3FxGJVAo5e5M+IHxZXNY+DT422W1YEhLCljt69ap7wGyFuAbWlElvR8vTW6wQmxm+PH1Qq1XFabdy0ojwr9sxQzJJjNm/weMiItJ+KeTsTc9JYAuzlcHBN4ErvcmXtKamknTxRSHLzC4XUUOH1j3oSodD/hL6YrZo6HVok+vQYlwZcMhNoctsTmPGVSsa1zuZXqkx9Y4nx9g596Du2CyWVq2PiIi0HoWcvYnrCue/Zwxc3MlkhoOuggHH7tOsJpPFQsKJJ5Fw+ul1zrempdJt5gxsmXu0hJhM0G+KcU/Tbv9kMSlw3ntGHdsLkwkGHGesT7JnXc9v/bpmxkfz4kUHct0f+pAe5yA5xs75Y7vz7lXjyU7SPlwiIjtNmjSJ66+/vq2r0axMweCeu9dFlrKyMuLj4yktLSUubh9nVgQCxhob5TugpgISsiEmDRyu/aqbv7wcX1ERvm3bMbtisKalYU1LwxQuOHnKjfV6SrcYrSKxmcaXuR1mVU8FVOYZs9PsLmNdoTasq88foLCyhmAwSFKMA7u1Hb5mIiJtaNKkSQwfPpxHH320ravSbLROTmOYzcY+S82815IlNhZLbCyO7t0bd4Ij1vhK6tms9WgRDpfx1U7qarWYtfifiEgno4+zIiIinUxlZSXnn38+LpeLzMxMHn744TrlL730EqNGjSI2NpaMjAzOPvts8vLyAGOtt969e/PQQw/VOWfZsmWYzWbWrl3bas9jbxRyREREOpk///nPfPXVV7z77rt89tlnzJkzh0WLFtWW19TUcM899/Dzzz8za9Ys1q9fz9SpUwEwmUxMmzaN6dOn17nm888/z8SJE+m15wzhNqQxOSIiIp1IRUUFycnJvPDCC5xxxhkAFBUV0bVrVy699NKQY3IWLFjAmDFjKC8vx+VysX37drKzs5k3bx5jxozB6/XSpUsX/vGPf3DBBRe08jMKTy05IiIincjatWupqalh7NixtceSkpLo169f7fdLlizhhBNOoHv37sTGxjJp0iQANm3aBEBmZibHHHMMzz//PAAffvghbreb0047rfWeSCMo5IiIiHQie+vAqays5IgjjsDlcvHSSy+xYMEC3n33XcDoxtrp4osv5rXXXqO6uprp06dzxhln4HS2r6U5FHJEREQ6kd69e2Oz2fj+++9rjxUXF7Nq1SoAfvvtNwoKCvj73//OxIkT6d+/f+2g491NmTKFmJgYnnzyST7++GOmTZvWas+hsTSFXEREpBNxuVxcdNFF/PnPfyY5OZn09HRuu+02zL+vY9atWzfsdjv/+te/uPzyy1m2bBn33HNPvetYLBamTp3KLbfcQu/evet0f7UXaskRERHpZP7xj39w8MEHc/zxx3PYYYcxYcIERo4cCUBqaiozZszgzTffZODAgfz973+vN118p4suuoiampp22YoDml0lIiIi++i7775j0qRJbNmyhfT0pu/l2NLUXSUiIiJN4vF42Lx5M7fffjunn356uww4oO4qERERaaJXX32Vfv36UVpayoMPPtjW1QlL3VUiIiISkdSSIyIiIhEp4sfk7GyoKisra+OaiIiI7BIbG4vJZGrrakS0iA855eXlAGRnZ7dxTURERHbRMIqWF/FjcgKBANu2bVNiboSysjKys7PZvHmzfvH2gV6//afXcP/o9ds/rf366X2p5UV8S47ZbKZr165tXY0OJS4uTn8g94Nev/2n13D/6PXbP3r9IocGHouIiEhEUsgRERGRiKSQI7UcDgd33nknDoejravSIen12396DfePXr/9o9ev8fLy8rjsssvo1q0bDoeDjIwMjjzySObPn9/WVasj4gcei4iIRDJ/IMiP64vIK3eTFhvFmB5JWMwtO6B54sSJeL1e7r//fnr27Elubi5ffvklQ4cO5ZhjjmnRezeFQo6IiEgH9cmy7fzfByvYXuquPZYZH8Wdxw3kqMGZLXLPkpISEhMTmTNnDocccki98g0bNtCjRw+WLFnC8OHD65zz1VdfMWnSJObMmcPkyZP54osv+Mtf/sKKFSsYPnw406dPp1+/fs1WV3VXiYiIdECfLNvOFS8trhNwAHaUurnipcV8smx7i9zX5XLhcrmYNWsWHo9nv65122238fDDD7Nw4UKsVivTpk1rploaFHJEREQ6GH8gyP99sIJQXTE7j/3fByvwB5q/s8ZqtTJjxgxmzpxJQkIC48eP59Zbb+WXX35p8rXuvfdeDjnkEAYOHMjNN9/MvHnzcLvdez+xkRRyREREOpgf1xfVa8HZXRDYXurmx/VFLXL/U045hW3btvH+++9z5JFHMmfOHA444ABmzJjRpOsMHTq09v8zM43utby8vGarp0KOiIhIB5NX3rjWjsY+bl9ERUVx+OGHc8cddzBv3jymTp3KnXfeidlsRIvdh/x6vd6Q17DZbLX/v3P150Ag0Gx1VMgRERHpYNJio5r1cc1h4MCBVFZWkpqaCsD27bvGBP3000+tVo/dRfy2DiIiIpFmTI8kMuOj2FHqDjkuxwRkxBvTyZtbYWEhp512GtOmTWPo0KHExsaycOFCHnzwQU444QSio6M56KCD+Pvf/05OTg4FBQX89a9/bfZ6NIZackRERDoYi9nEnccNBIxAs7ud39953MAWWS/H5XJx4IEH8sgjj3DwwQczePBgbr/9di655BKeeOIJAJ5//nm8Xi+jRo3iuuuu429/+1uz16MxtE6OiIhIB9UW6+R0JAo5IiIiHVhbrHjcUSjkiIiISETSmBwRERGJSAo5IiIiEpEUckTaiTlz5mAymSgpKWnrqnQ4eu1EJBSFHJE2MGnSJK6//vo6x8aNG8f27duJj49vm0rth1DPR0SkrWkxQJF2wm63k5GR0dbVEBGJGGrJEWllU6dOZe7cuTz22GOYTCZMJhMbNmyo1+UyY8YMEhIS+PDDD+nXrx9Op5NTTz2VyspKZs6cSU5ODomJiVxzzTX4/f7a69fU1HDTTTfRpUsXYmJiOPDAA5kzZ07bPFngrrvuYvjw4XWOPfroo+Tk5NR+P3XqVE488UQeeughMjMzSU5O5qqrrqqz343H4+Gmm24iOzsbh8NBnz59+O9//1vnuosWLWLUqFE4nU7GjRvHypUrW/KpiUg7p5YckVb22GOPsWrVKgYPHszdd98NQGpqKhs2bKj32KqqKh5//HFee+01ysvLOfnkkzn55JNJSEjgo48+Yt26dZxyyilMmDCBM844A4ALL7yQDRs28Nprr5GVlcW7777LUUcdxdKlS+nTp0/IOh199NF88803Dda7oqJi/574Xnz11VdkZmby1VdfsWbNGs444wyGDx/OJZdcAsD555/P/Pnzefzxxxk2bBjr16+noKCgzjVuu+02Hn74YVJTU7n88suZNm0a3333XYvWW0TaL4UckVYWHx+P3W7H6XTutXvK6/Xy5JNP0qtXLwBOPfVUXnzxRXJzc3G5XAwcOJDJkyfz1VdfccYZZ7B27VpeffVVtmzZQlZWFgA33ngjn3zyCdOnT+e+++4LeZ/nnnuO6urq5n2iTZSYmMgTTzyBxWKhf//+HHPMMXz55ZdccsklrFq1ijfeeIPPP/+cww47DICePXvWu8a9997LIYccAsDNN9/MMcccg9vtJiqq9TYpFJH2QyFHpB1zOp21AQcgPT2dnJwcXC5XnWN5eXkALF68mGAwSN++fetcx+PxkJycHPY+Xbp0aeaaN92gQYOwWCy132dmZrJ06VLA2MHYYrHUBphwhg4dWud8gLy8PLp169YCNRbpvPLy8rj99tv5+OOPyc3NJTExkWHDhnHXXXcxduzYvZ4/Y8YMrr/++hafEamQI9KO2Wy2Ot+bTKaQxwKBAACBQACLxcKiRYvqBAagTjDaU0t2V5nNZvZcWH33sTY7NfS8oqOjG3Wv3a9hMhnL2u+8hkjECvhh4zyoyAVXOnQfB2bL3s/bD6eccgper5eZM2fSs2dPcnNz+fLLLykqKmrR+zaVQo5IG7Db7XUGCzeXESNG4Pf7ycvLY+LEiY0+ryW7q1JTU9mxYwfBYLA2ePz0009NusaQIUMIBALMnTu3trtKRIAV78Mnf4GybbuOxWXBUQ/AwONb5JYlJSV8++23zJkzp7Z1tXv37owZM6b2Mf/85z+ZPn0669atIykpieOOO44HH3wQl8vFnDlzuPDCC4FdH0buvPNO7rrrrmavq0KOSBvIycnhhx9+YMOGDbhcLpKSkprlun379uWcc87h/PPP5+GHH2bEiBEUFBQwe/ZshgwZwpQpU0Ke1xzdVfn5+fXCS0ZGBpMmTSI/P58HH3yQU089lU8++YSPP/6YuLi4Rl87JyeHCy64gGnTptUOPN64cSN5eXmcfvrp+113kQ5pxfvwxvnAHltQlm03jp/+QosEHZfLhcvlYtasWRx00EE4HI56jzGbzTz++OPk5OSwfv16rrzySm666Sb+85//MG7cOB599FHuuOOO2hmQDbU07w9NIRdpAzfeeCMWi4WBAweSmprKpk2bmu3a06dP5/zzz+dPf/oT/fr14/jjj+eHH34gOzu72e4RyiuvvMKIESPqfD311FMMGDCA//znP/z73/9m2LBh/Pjjj9x4441Nvv6TTz7JqaeeypVXXkn//v255JJLqKysbIFnItIBBPxGC86eAQd2HfvkZuNxzcxqtTJjxgxmzpxJQkIC48eP59Zbb+WXX36pfcz111/P5MmT6dGjB4ceeij33HMPb7zxBmC0ZMfHx2MymcjIyCAjI6PFQo52IRcREelo1n8DM4/d++Mu+BB6NL7ruincbjfffPMN8+fP55NPPuHHH3/kueeeY+rUqXz11Vfcd999rFixgrKyMnw+H263m4qKCmJiYlpt4LFackRERDqaitzmfdw+iIqK4vDDD+eOO+5g3rx5TJ06lTvvvJONGzcyZcoUBg8ezNtvv82iRYv497//DYSedNCSFHJEREQ6Gld68z6uGQwcOJDKykoWLlyIz+fj4Ycf5qCDDqJv375s27atzmNbavLFnhRyREREOpru44xZVJjCPMAEcV2MxzWzwsJCDj30UF566SV++eUX1q9fz5tvvsmDDz7ICSec8P/t3Xd8VFX+//H3zUxmMumFdFroHVQEAUVUxMIqrrsutp9iW12xsKwrYnd1RV1X1NXFrw2xYVlFWSvYsAAKAor0XhPSe2aSKb8/WEZjZkICSWZyeT0fjzwezjm3fOY+EN6595xz1b17d7ndbv3rX//S1q1b9dJLL+mpp56qd4yuXbuqsrJSn376qQoLC1VdXd3idUqEHAAA2p8Iy/5p4pIaBp3/fT79gVZZLyc2NlbDhw/XzJkzNXr0aA0YMEB33HGHrrrqKj3xxBMaMmSIHnnkET344IMaMGCAXnnlFc2YMaPeMUaOHKlrrrlGEydOVGpqqh566KEWr1Ni4DEAAO1XwHVysvcHnFZaJ6c9IeQAANCehWDF4/bC9CHH5/OpoqJCcXFx/pUVAQCA+Zl+TE5FRYUSEhJUUVER6lIAAEAbMn3IAQAARyZCDgAAMCVCDgAAMCVCDgAAMCVCDgAAMCVCDgAAMCVCDgAAaDHbt2+XYRhatWpVqEsh5AAAgKYxDKPRn0mTJoW6xHqsoS4AAAAcOo/XoxX5K1RQXaDU6FQdnXa0LK30Wofc3Fz/f7/++uu68847tWHDBn+bw+FQSUlJq5y7trZWNputWftwJwcAgHbqkx2f6LS3TtPlH1+uaV9N0+UfX67T3jpNn+z4pFXOl5GR4f9JSEiQYRgN2g7YunWrTjrpJEVHR2vw4MFasmSJv+/uu+/WkCFD6h370UcfVdeuXf2fJ02apHPOOUczZsxQVlaWevXq1ex6CTkAALRDn+z4RFO/mKp91fvqtedX52vqF1NbLeg01W233aabbrpJq1atUq9evXTBBRfI7XY36xiffvqp1q1bp4ULF+q9995rdg08rgIAoJ3xeD164LsH5FPDd2z75JMhQw9+96BO6nRSqz26OpibbrpJ48ePlyTdc8896t+/vzZv3qw+ffo0+RgxMTF69tlnm/2Y6gDu5AAA0M6syF/R4A7OL/nkU151nlbkr2jDquobNGiQ/78zMzMlSfn5+c06xsCBAw854EiEHAAA2p2C6oIW3a41REZG+v/bMAxJktfrlSRFRETI56t/F6qurq7BMWJiYg6rBkIOAADtTGp0aotu19ZSU1OVl5dXL+i0xro6IQ05X375pc466yxlZWXJMAy988479fp9Pp/uvvtuZWVlyeFwaMyYMVqzZk1oigUAIEwcnXa00qPTZcgI2G/IUEZ0ho5OO7qNK2uaMWPGqKCgQA899JC2bNmiJ598Uh9++GGLnyekIaeqqkqDBw/WE088EbD/oYce0iOPPKInnnhCy5YtU0ZGhk499VRVVFS0caUAAIQPS4RFtwy7RZIaBJ0Dn6cNmxayQccH07dvX/373//Wk08+qcGDB+u7777TTTfd1OLnMXy/figWIoZhaN68eTrnnHMk7b+Lk5WVpSlTpmjatGmSJJfLpfT0dD344IO6+uqrm3Tc8vJyJSQkqKysTPHx8a1VPgAAbe6THZ/oge8eqDcIOSM6Q9OGTdPYLmNDWFl4CNsp5Nu2bVNeXp7GjRvnb7Pb7TrxxBO1ePHioCHH5XLJ5XL5P5eXl7d6rQAAhMLYLmN1UqeT2mzF4/YmbENOXl6eJCk9Pb1ee3p6unbs2BF0vxkzZuiee+5p1doAAAgXlgiLjs04NtRlhKWwn111YNrZAT6fr0HbL02fPl1lZWX+n127drV2iQAAIAyF7Z2cjIwMSfvv6BxYREjav5DQr+/u/JLdbpfdbm/1+gAAQHgL2zs5OTk5ysjI0MKFC/1ttbW1WrRokUaOHBnCygAAQHsQ0js5lZWV2rx5s//ztm3btGrVKiUnJ6tz586aMmWK7r//fvXs2VM9e/bU/fffr+joaF144YUhrBoAALQHIQ05y5cv10knneT/PHXqVEnSpZdeqhdeeEE333yzampqdO2116qkpETDhw/XggULFBcXF6qSAQBAOxE26+S0FtbJAQDgyBS2Y3IAAAAOByEHAAC0qkDvp2wLhBwAANAskyZNkmEYDX5+OZnol3Jzc3XGGWe0cZVhvE4OAAA4OJ/Ho+rl38tdUCBraqqihx4jw9L6r3U4/fTTNXv27Hptqamp9T7X1tbKZrP5175ra4QcAADaqfIFC7Tv/hly/+9VSJJkzchQ+q3TFf+Ldz+2Brvd3iC8jBkzRgMGDJDNZtOLL76o/v37a9GiRQ1ewt1WeFwFAEA7VL5ggfbcOKVewJEk97592nPjFJUvWBCSuubMmSOr1apvvvlG//d//xeSGg7gTg4AAO2Mz+PRvvtnSIFWgfH5JMPQvvtnKO6UU1rt0dV7772n2NhY/+cDY2569Oihhx56qFXO2VyEHAAA2pnq5d83uINTj88nd16eqpd/r5jhw1qlhpNOOkmzZs3yf46JidEFF1ygoUOHtsr5DgUhBwCAdsZdUNCi2x2KmJgY9ejRI2B7uGBMDgAA7Yz1V7OYDnc7syLkAADQzkQPPUbWjAzJMAJvYBiyZmQoeugxbVtYmCHkAADQzhgWi9Jvnf6/D78KOv/7nH7r9DZZLyec8YJOAADaqVCuk9MeEHIAAGjHQrXicXvA7CoAANoxw2JptWni7R1jcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCkRcgAAgCmFdchxu926/fbblZOTI4fDoW7duulvf/ubvF5vqEsDAABhzhrqAhrz4IMP6qmnntKcOXPUv39/LV++XJdddpkSEhJ04403hro8AAAQxsI65CxZskQTJkzQ+PHjJUldu3bV3LlztXz58hBXBgAAwl1YP646/vjj9emnn2rjxo2SpB9++EFff/21zjzzzKD7uFwulZeX1/sBAABHnrC+kzNt2jSVlZWpT58+slgs8ng8+vvf/64LLrgg6D4zZszQPffc04ZVAgCAcBTWd3Jef/11vfzyy3r11Ve1YsUKzZkzRw8//LDmzJkTdJ/p06errKzM/7Nr1642rBgAAIQLw+fz+UJdRDCdOnXSLbfcosmTJ/vb7rvvPr388stav359k45RXl6uhIQElZWVKT4+vrVKBQAAYSas7+RUV1crIqJ+iRaLhSnkAADgoMJ6TM5ZZ52lv//97+rcubP69++vlStX6pFHHtHll18e6tIAAECYC+vHVRUVFbrjjjs0b9485efnKysrSxdccIHuvPNO2Wy2Jh2Dx1UAAByZwjrktARCDgAAR6awHpMDAABwqAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlAg5AADAlKyhLgAAwk1RTZG8Pq/ibfGyW+2hLgfAISLkAMD/5Ffn6/Ndn+uVda+ouq5aJ3Y8UZf2v1Qd4zoqwuDGN9DeGD6fzxfqIlpTeXm5EhISVFZWpvj4+FCXAyBMFVYXatpX0/Rd3nf12mMjYzV3/Fx1TegamsIAHDJ+NQEASVvLtjYIOJJUWVepWT/MUnVddQiqAnA4CDkAIOn9be8H7ftkxycqry1vw2oAtARCDgBIirJEBe2zWWwyZLRhNQBaAiEHACSd3f3soH2/7flbJUUltWE1AFoCIQcAJGXHZuv83uc3aO8Y11H/r+//k81iC0FVAA4Hs6sA4H9KnCXaVrZNc9fPVUVthc7MOVPDMocpIyYj1KUBOASEHAD4lTpvnTxej6KswcfpAAh/LAYIAL8SGRGpyIjIUJcB4DAxJgcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJgSIQcAAJhS2IecPXv26OKLL1ZKSoqio6M1ZMgQff/996EuCwAAhDlrqAtoTElJiUaNGqWTTjpJH374odLS0rRlyxYlJiaGujQAABDmwjrkPPjgg+rUqZNmz57tb+vatWvoCgIAAO1GWD+umj9/voYOHarzzjtPaWlpOuqoo/TMM8+EuiwAANAOhHXI2bp1q2bNmqWePXvq448/1jXXXKMbbrhBL774YtB9XC6XysvL6/0AAIAjj+Hz+XyhLiIYm82moUOHavHixf62G264QcuWLdOSJUsC7nP33XfrnnvuadBeVlam+Pj4VqsVAACEl7C+k5OZmal+/frVa+vbt6927twZdJ/p06errKzM/7Nr167WLhMAAIShsB54PGrUKG3YsKFe28aNG9WlS5eg+9jtdtnt9tYuDQh7Za4y5Vbm6oNtH6jaXa3Tup6mnIQcdXB0CHVpANAmwjrk/PnPf9bIkSN1//336w9/+IO+++47Pf3003r66adDXRoQ1kqdpXrup+f0wpoX/G2vb3hdx2YcqwdPeFCp0amhKw4A2khYP6469thjNW/ePM2dO1cDBgzQvffeq0cffVQXXXRRqEsDwtrOip31As4By/KWaeGOhQrjoXgA0GLCeuBxSygvL1dCQgIDj3HE8Hg9unPxnZq/ZX7A/s5xnTXn9DnqEM1jKwDmFtZ3cgA0n8fnUZmrLGh/ZV2lvPK2YUUAEBqEHMBkbBabTu96etD+E7JPUJwtrg0rAoDQIOQAJjQ0Y6g6xXVq0O6wOnTlwCvlsDpCUBUAtC1CDmBCGTEZenbcs7qwz4VyWB2yGlad0vkUvTb+tYDhBwDMiIHHgIm5PC6VOkvlk09xtjjFRMaEuiQAaDNhvU4OgMNjt9iVHpMe6jIAICR4XAUAAEyJkAMAAEyJkAMAAEzpkMfkLF++XOvWrZNhGOrTp4+GDh3aknUBAAAclmaHnN27d+uCCy7QN998o8TERElSaWmpRo4cqblz56pTJ6anAgCA0Gv246rLL79cdXV1WrdunYqLi1VcXKx169bJ5/PpiiuuaI0aAQAAmq3Z6+Q4HA4tXrxYRx11VL32FStWaNSoUaqpqWnRAg8X6+QAAHBkavadnM6dO6uurq5Bu9vtVnZ2dosUBQAAcLiaHXIeeughXX/99Vq+fLkO3ARavny5brzxRj388MMtXiAAAMChaPbjqqSkJFVXV8vtdstq3T9u+cB/x8TUXzK+uLi45So9RDyuAgDgyNTs2VWPPvpoK5QBAADQsnhBJwAAMKUm3ckpLy/3B4Ty8vJGtyVIAACAcNCkkJOUlKTc3FylpaUpMTFRhmE02Mbn88kwDHk8nhYvEgAAoLmaFHI+++wzJScnS5Jmz56tTp06yWKx1NvG6/Vq586dLV8hAADAIWj2mByLxeK/q/NLRUVFSktLC7s7OYzJAQDgyNTsdXIOPJb6tcrKSkVFRbVIUQAAAIeryVPIp06dKkkyDEN33HGHoqOj/X0ej0fffvuthgwZ0uIFAgAAHIomh5yVK1dK2n8nZ/Xq1bLZbP4+m82mwYMH66abbmr5CgEAAA5Bs8fkXHbZZXrsscfazfgWxuQAOFw17hq53C45rA7ZrfZQlwOgiVgMEACCqKit0Pby7Zr902ztLN+p/in9dUn/S9QxrqPsFsIOEO4IOQAQgNPt1EfbP9Id39xRr91qWPXUqU9peObwEFUGoKmaPbsKAI4ERTVFum/pfQ3a3T63bv/mduVX54egKgDNQcgBgAD2VO6Ry+MK2JdXladSV2nbFgSg2Qg5AADAlAg5ABBAdmx20MHFGTEZSrQntm1BAJqNkAMAAXRwdNBtw29r0G4xLLp35L1Ki04LsBeAcNLkxQABHLlcbpcKagqUX50va4RVqdGpSnWkyhoRvn+FeLweFdQUqKCmQLWeWqVHpyvFkSKH1dGk/e1Wu07tcqp6JPbQ82ue908hv7T/pcqOzW7l6ltHibNExc5iFTuLlWhPVEpUipIdyU3a1+VxqaimyD/gOi06TamOVEVaIluzZOCwMIUcQKPKXeWav2W+Zn4/U7XeWklSvC1eD5zwgIZlDAvLxfHqPHX6oeAHTf1iqkpcJZIka4RVVw+6Wuf3Pl+JUYnNOl6Nu0ZOt1PR1uiw/L5NkVeVp9u+vk3f5X3nb+uf0l//PPGfyo5rPLRV1lZq4Y6Fuv/b++X0OCVJMZExunfkvRrVcZSirdGN7g+ECiEHQKOW7l2qqxZe1aDdYlg0b8I85STkhKCqxu0s36lz3j1Hdd66Bn0zx8zU2C5jQ1BV6JS7yjX9q+n6cs+XDfoGpAzQk2OfVHJU8Ds6Pxb8qIs+uKhBuyFD/znrP+qV3KtF6wVaCmNyAARV5irTv1f9O2Cfx+fRWxvfksfraeOqDm7BjgUBA44kPbnqSRXVFLVxRaFV7CwOGHAk6aein1TsLA66b1VdlZ7+4emAfT759NK6l1TrqW2ROoGWRsgBEJTL49Kuyl1B+zeVbgoaJkLF5/NpfdH6oP27KnaFXc2traquqtH+MmdZ0D6n26kdFTuC9m8t3Sqn23nItQGtiZADIKgoS5R6JPYI2j+ww0DZLLY2rOjgDMPQUelHBe3vntD9iHvvVJwtThFG8L/uk6KSgvY5rA71TuodtL9fSr8mD+YG2hohB0BQ8fZ4TR4yOWCf3WLXWd3PavQfz1A5seOJQQfD3nD0DY3+o25GyVHJOr3r6QH7jss8rtEZVtGR0bpy0JUyZDTosxpWXdDnAmZYIWyF399OAMJKj8Qeemj0Q0qwJ/jbsmKy9My4Z5QdE55TqTNjMjX79NnqHNfZ3xYbGau7R9ytgR0GhrCy0Ii1xeovQ/+iM3PO9IdSQ4bGdByje0fde9CFDTvHd9bjJz9eb3ByenS6njr1qYPOzAJCidlVAA7K7XWrsKZQJc4SRRgRSopKaheL4RVUF6jEVSK3160ke9L+tX0s4bu2T2urrK1UsbNYlXWVirHGKMmRpHhb0/5e9Pq8yq/OV6mzVIZhKNGeqLToNBlGwzs8QLgg5AAAAFPicRUAADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAlQg4AADAla6gLANq7Wk+tKmorZIuwKc4eF+py2hWvz6uC6gKVOEskSYlRiUqLTlOEwe9fAA4fIQc4RB6vR3sq9+jV9a9q8d7FSo5K1uUDLteAlAFKdiSHuryw53K7tHzfct329W0qchZJklKiUvS3UX/TsenHyhHpCHGFANo7w+fz+UJdRGsqLy9XQkKCysrKFB8fH+pyYCKbSjbpog8uUo27pl77xN4Tdf1R1yvBnhCiytqHTSWb9Pv//l5en7dee4QRoTd/86Z6JfcKUWUAzIJ7wsAhKHeVa8Z3MxoEHEl6fcPryq/OD0FV7YfL7dKLa19sEHCk/Y+wZv80W063MwSVATATQg5wCMpry7Usb1nQ/sV7F7dhNe1PjbtGG4o3BO3fWLpR1e7qNqwIgBkRcoBDZMgI2mcxLG1YSfvjsDqUk5ATtL9rfFc5rIzJAXB4CDnAIUiwJ2hk1sig/SOyRrRhNe2P3WrXpP6TgvZfPuByQg6Aw0bIAQ5BnC1ONx97s+JtDQezXz7gcqU6UkNQVfvSJb6L/jH6H4q2Rvvboq3ReuCEB9Q1oWvoCgNgGsyuAg6Rz+fTnso9mr9lvr7e87VSolJ0Sf9L1DOxpxKjEkNdXrtQ56lTQU2BCmsK5fP5lBqdqlRHqiItkaEuDYAJtKuQM2PGDN1666268cYb9eijjzZpH0LOkam4plh51Xlalb9KSVFJGthhoFKjU2W32IPu4/P5tK96nzaVbNKu8l06OuNoGTK0Mn+lHFaHjko7Sh0cHRQdGV1vP4/Xo6q6KkVaIv2PWPZV7dO2sm3aXLpZ3RK6qVtiN2XEZLTqd25t1XXVKqwp1Mr8lapx1+iY9GOU5khTQhRT5QGEp3azGOCyZcv09NNPa9CgQaEuBWEuvzpft319m5bmLvW3WSOsmjlmpo7LPE5R1qiA+20q2aQrFlyhUlep7jjuDj3747P6eMfH/v4II0K3Db9NZ+acqVhbrL/dEmFRvP3nAL29bLuuXHCl9lXv87d1cHTQc+OeU7fEbi35VdtMZW2lPtr+ke5dem+9ad9ndTtLfxn6F6U4UkJYHQAE1i7G5FRWVuqiiy7SM888o6SkpFCXgzDm9rj1+vrX6wUcSXJ73Zry+ZSg69fsq9qnaz+9VqWuUvVK6qUad029gCPtX7/l3qX3ak/lnqDnL6op0l8W/aVewJGkwppC3fj5jSqsKTzEbxZaeyv36p4l9zRY1+a/W/+rr/d8HaKqAKBx7SLkTJ48WePHj9fYsWMPuq3L5VJ5eXm9Hxw5ipxFmrt+bsA+j8+jb/Z8E7CvoKbAH0zOzDlT8zbPC3qONze+GXARO0kqdhZrY8nGgH3by7er2FncWPlhyefz6c2Nbwbtf/6n51VUU9SGFQFA04T946rXXntNK1as0LJlwRde+6UZM2bonnvuaeWqEK48Po8q6iqC9udW5QZsL6/9OQzH2eIa/Uc7rypPHq9HEZaGvyO4PK5G6wu0QnK4c/vcQa+btD9Yur3uNqwIAJomrO/k7Nq1SzfeeKNefvllRUUFHkfxa9OnT1dZWZn/Z9euXa1cJcJJlCVKvZKCv/NoWMawgO1ZMVn+/95culmDUoOP/Toh+4Sgs38S7AmyGoF/d4gwIpRkb3+PWyMjIjW64+ig/UelHqWYyJg2rAgAmiasQ87333+v/Px8HXPMMbJarbJarVq0aJEef/xxWa1WeTyeBvvY7XbFx8fX+8GRI9mRrL8e+9eAfV3iu6hnUs/A+0Ul68ycMyVJ7215TxN7TwwYVpKjknVCxxOCnj8lKkUX9r0wYN/ve/6+3Q7QPT77eKVENazdYlh03VHX1RuIDQDhIqynkFdUVGjHjh312i677DL16dNH06ZN04ABAw56DKaQH3kq6yq1ct9KzfhuhnZV7JLFsOjULqfqz8f8WVmxWUH3K6wu1MvrXtar61/VMenH6Hc9f6dZP8zSxpKNMmRoZNZI3TLsloMuVFdUU6R5m+dp9k+zVV5brtjIWF3S/xL9odcf2m3IkaQd5Tv0wLcP6Ju938gnn3ol9dLtx92uvsl9g85YA4BQCuuQE8iYMWM0ZMgQ1snBQRVUF6iqrkrWCKuSo5IbrG8TSJ2nToU1hXJ5XIqJjFGEEaHK2kpFREQo0ZaoOHtck87t9rpVUF0gl8clu8WuVEeqrJawHwJ3UBW1FSp1lcrj9SjeFq9kR3KoSwKAoNr/37pAEKnRqUpV816vEGmJVGZsZr22Q7n7Yo2wNjiOGcTZ4hRna1rQA4BQa3d3cpqLOzkAAByZwnrgMQAAwKEi5AAAAFMi5AAAAFMi5AAAAFMi5AAAAFMi5AAAAFMi5AAAAFMi5AAAAFMi5AAAAFMi5AAAAFMi5AAAAFPiBZ0ICZ/XK5/brQibrc3PXews1t7Kvfp85+eyWWw6ufPJSo9OV7ydd5sBgJnwgk60KW91tWr37lXpG2+qbscORQ8bprjTxikyK0tGROvfWCysKdTfl/5dn+z8pF77lQOu1KX9L1ViVGKr1wAAaBuEHLQZr8ulis8+196pU6Vf/LGLiI1Vl1deVlTv3q1ew/wt83Xb17cF7HvpjJc0JG1Iq9cAAGgbjMlBm3EXFip32rR6AUeSvJWVyp1+q9zFxa16/mJnsV5c82LQ/lfWvaJaT22r1gAAaDuMyUGbqd2yRb7awCHCuXatPKWlsiYnt9j5quuqVeQsktPtVLQ1WtYIq8pqy4JuX+oqlcfrkSwtVgIAIIQIOWgzXqer0X6fx9Ni59pXtU+PfP+IPt7+sTw+j6IsUbp7xN0akTlC8zbPC7jPKZ1PkSPS0WI1AABCi8dVaDNRvXtJhhGwz5qVJUt8Qoucp8RZotu/vl0fbPtAHt/+4OT0OHXn4jv1+16/l8PaMMikOlI1uuPoFjk/ACA8EHLQZiwpKUq+8sqGHYahzLvvVmR6Woucp8hZpKV5Sxu013pr9Y/v/qEXz3hRo7JGyZAhq2HV+JzxmnPGHGXFZrXI+QEA4YHHVWgzlthYpVw2SY6BA1U4a5bceXmK6t9fqTfeIHv37i12nr2Ve4P2rSpcJYth0T9G/0MVdRUyZCjBnqDoyOgWOz8AIDwQctCmrMnJih93qqKHHiNfXZ0ioqNliYtr0XMkRwUfvGzIkM1iU5w9TnH2lj0vACC8EHIQEi05i+rX0qLT1DG2o3ZX7m7QNzp7dKMhCABgHiwGCFPaXbFbb218S0XOIn2952sV1BRoYIeB+ueYfyozJjPgPtXuau2r2qeFOxYqrypPozuOVt/kvkqPSW/j6gEALYGQA9PJq8rTsrxlmr9lvqIsUfptz98qJz5H8fZ4pThSAu5TU1ejT3d9qlu/ulU+/fy/RKe4Tnp23LMMSgaAdoiQA1PJq8rTHxf+UdvKttVrP63raZo+bHrQkLOzfKfOeucseX3eBn2/yfmN7hx5Z8Cp5wCA8MUUcpiGx+vRvE3zGgQcSfp4+8faWrY16L7L8pYFDDiS9NGOj1TiLGmxOgEAbYOQA9Modhbr7c1vB+1/c8ObcnvdAfvKXMFf9+D2uve/7gEA0K4QcmAaXp83aIiRJJc3+GslhmUOC9rXK6mXYiJjDqs2AEDbI+TANJKiknRal9OC9p/b81xZIwKvmpAZk6nhGcMbtBsyNH3YdCU7mHYOAO0NIQemYbPYdHG/i5US1XBw8eAOg9U3uW/QfVMcKZpxwgxdN+Q6JdoTZcjQkNQheumMl9Q/pX9rlg0AaCXMroLp7KnYozc2vqGPt38su8WuC/pcoJM7nay0mIO/G8vj9ajQWSifz6coS5QSoxJbv2AAQKsg5MCU6jx1KnOVyTAMJUclywjy9nMAgHnxWgeYUqQlUh2iO4S6DABACBFy0O65Cwvl2rxFpe++owhrpBLO/a1sXbq02vux8qry9GPBj/p056dKdaRqQo8JyojJUJwt+As/fT6f9lbu1dd7v9byvOXqldRL47qOU2ZMpmwWW8B9aj21yq3K1cIdC7WheIOOST9GJ2SfoMzYTEUYDKcDgIPhcRXatbqCAuVOu0VVixfXa48/+2ylT7tZ1pTAKxwfqr2Ve3XFgiu0u6L+yz+nD5uus3ucrdjI2ID7bSzZqEkfTlJFXYW/zRph1b9P+beOzTi2wawvt9et7/d9r2s+uabetPjYyFi9cPoL6p3cuwW/FQCYE78Ool2r+uabBgFHksrnz5dz/foWPZfT7dSsH2Y1CDiSNOO7GSqoLgi4X1FNkaZ9Oa1ewJH2B5m/fPGXgPsV1BRo6hdTG6z7U1lXqZu/vFlFNUWH8U0A4MhAyEG75S4uUfGcF4P2F7/4krw1NS12vhJnid7f+n7Q/q92fxWwvdRVqs2lmwP2VdRVKLcqt0H7vqp9Kq8tD7jP1rKtKnE1fM1EqbNUO8p2aFvZNhXXFAetEwCOFIzJQfvl9cjXSIjxVlXJ52m51zF4fV7VeeuC9lfUVgRsb2wVZkmqcTf8Dk6Ps9F96jw/1+HxerS5dLPuWnyX1hStkST1TOypu0bepb7JfYOO+QEAs+NODtqtiIQExY4dG7Q/4TfjZYkNPEbmUMTYYjQ4dXDQ/hM6nhC4DnuCEu2JAfsijAh1ju/coD07NlsWwxL8eL9Yv2dv1V5d8uEl/oAjSZtKN+myjy4L+GgNAI4UhBy0WxGRkUo6f6IsiYkN+iKzsxR74okter5Ee6JuGXaLrEbDG6DDM4YrOzY74H6pjlRNGzYtYN+k/pOUHNVwFlhKVIquGHBFwH1uHnqz0hz7Fzb0eD16Z9M7qnZXN9iuzlun5396Xk5343eFAMCsmF2Fdq92504VPf20yj/8SLJYlPjbc5R0ySWyZQcOHYd1Lk+ttpVt02MrHtOyvGVKsCfo4r4Xa3y38UqNTlVVXZWKa4pV465RTGSMOjg6yG61q6K2QmuL1mrm9zO1uXSzsmKy9KfBf9LwrOEBQ460fwzQt7nf6t8//Ft7K/eqe2J3/fnoP6tfSj/F2/f/Wa5wVejaT6/VqoJVAY/ROa6z5pwxRx0crBkE4MhDyIEpeJ0ueUpLJBmyJCcpwta641AqaitUVVelCCNCHRwdFGFEaF/VPs38fqY+2v6RPD6P7Ba7LuxzoS7tf6lSHPunspc4S+TyuBQZEelvO5iimiLVeetkt9iVFJVUr8/ldun2b27XR9s/Crjv0PSheuzkxxRv488+gCMPIQdoASXOEk37cpqW5C5p0Pf/+v0/3XDUDYqyRrXKuVcXrNaFH1wYsO+psU9pVPaoVjkvAIQ7xuSgTR1shlJ7VewsDhhwJOm19a+psKaw1c7dJb6Lph07rd4qyIYMXTnwSt6gDuCIxhRytInK2krtqdyj/2z8j3KrcjWm4xiNyh6lzNjMUJfWIvKq8oL21XnrVFlX2WrnjrfH69ye5+rETifqp4Kf5PF5NKDDAHVwdFCsreVmlwFAe0PIQaurqq3S+1vf133f3udvW7R7kTo4OuiF019Ql/gubVpPibNEtZ5a2a32oFO7m+vXY2V+yZAhh9XRIucJJjoyWtGR0eoU16lVzwMA7QmPq9DqipxF+vu3f2/QXlhTqIeXPazK2ta7y/FLpa5Sfbn7S1298GpNeHeC/vTJn7Rk7xKVuwKvLNwcqY5UdY5ruN6NJJ2QfUKjIQgA0DoIOWh1y/KWyafA49u/3POlSl2lrV6Dy+3S/M3zNfnTyVpXvE5VdVX6qfAn/XHhH/Xxjo/rrSB8KFKjU/XkKU+qY2zHeu0DOwzU7SNuZ3YTAIQAj6vQ6gK9tuAAr88rr8/b6jUU1hTqsRWPBex7eNnDGpU1SlmxWYd1jq4JXTXnjDnKq8pTfnW+OsZ2VGp0apOnigMAWhYhB61uWMawoH19k/sqzhbX6jUUOgtV660N2FftrlaJs+SwQ44kpUWnKS067bCPAwA4fDyuQqtLi07TmTlnNmi3GlbddtxtbTJeJTIistF+awR5HwDMhr/Z0eoSoxL112P/qhGZI/T8mudV7CzWMWnHaPKQyeqS0DYzq5KjkpUSlaIiZ1GDvsyYTAYGA4AJseIx2lRRTZHcXrdiI2MVY4tps/N6fV6t3LdSf1z4x3qPraIsUXp23LManBb87eJoHrfHrYKaAu2r3ie3163M2EylRKW02orPABAMIQdHjDpPnXKrcvXRto+0pniNBnUYpHFdxykzJpPHVS3E6XZqae5STf9qun8BxMiISE09ZqrO7n62/8WiANAWCDlocQXVBdpatlWf7fxMCfYEndb1NKVHpzd59d1aT608Ps8hL6DndbvlcTnlsVllt9plGEaDbTxejywRlkM6PoLbWrpVv53/24Az5p4d96yGZw4PQVUAjlT8+ooWta96n6Z+PlU/Fv7ob5v1wyzdNPQmndvz3EZnUhXXFGtT6SbNXT9X1e5qndXtLA3LGKb0mPQmndtTXi7n9u0qfeUVufMLZIwcqqiTR8ub3kHpMen1wg4Bp+V5vB69seGNoEsCzFo1S32T+3I3B0CbIeSgxbi9bv1n43/qBZwDHl7+sEZmjQwacoqdxfrn9//U/C3z/W1L9i5R1/iuembcM8qIyWj03J7KSpW88YYKHv7nz41Llsj5/MuyPfOwtnWqVreEbof2xdAktZ5abSnbErR/V+UuuTyuNqwIwJGOKeRoMcU1xXpt/WtB+9/f+n7Qvh3lO+oFnAO2l2/XmxvelNvrbvTc7oKC+gHnfzwlJfI9Plsrtn6jMldZo8fA4bFZbBrYYWDQ/l6JvVr9HV4A8EuEHLQYr7yNvoeqxFkSsN3n8+nNjW8G3e/tzW+r2Fnc6Lmrli4N2uf86hv1jMgg5LQyS4RFE3pMkN1iD9h/7ZBreSs6gDZFyEGLiYmM0XGZxwXtH9tlbMB2n88nlzv4Y4xaT60ONj7e5wq8mvH/TiDD55PH52n0GDh82THZenbcs8qOzfa3JdmT9MiJj/C4EECbY0wOWkycLU5TjpmipXlLGzxe6pHYQ72TewfcLyIiQuf0OEcLdiwI2H9a19OUaE9s9NwxI4KHK/ugQdrsLdIo29DGvwAOm9Vi1ZC0IXrpjJdU4iyRx+dRUlSSUh2pDPYG0Oa4k4MWlZOQo7nj5+q4zONkyJDD6tAl/S7RrLGzGn2nU5/kPhqSOqRBe4I9QZf1v0x2a+BHIAdY09MV/9tzGrQbkZGy3HS1cjoPVLIjublfB4coNTpVvZJ7qW9KX2XEZBBwAIQE6+SgVVTUVqiytlIRRoSSo5IVaWn83VGSlF+dr892fqZX178qp9upsV3G6sI+Fyo7NjvgWje/5i4qUuXSpSp57nm5i4sVOfQoRV12oeoyOygtITPoWBEAgDkRcnDICmsKlV+dr/zqfGVEZyg1OlUpjpTDOqbP51Oxs1hen1eJ9sQmhaNfc5eUqMZZqdooq3z2SHWI7nBYNQEA2ifG5OCQ7K7Yres/u16bSzf72/om99WjJz2qrNisQz6uYRiHFZQqaiu0pmaDZq6Yqc0lm5Udm60/Df6Tjss6jpdwAsARhjE5aLbimmJN/WJqvYAjSeuK1+nWr25Vqas0JHV5vB59sesLXbXwKq0tWqtab622lW/TzV/drJfWvqTquuqQ1AUACA1CDpqt2FmsdcXrAvZ9n//9Qde0aS351fl64LsHAvY9/9PzKnIWtXFFAIBQIuSg2SrqKgK2GzLUL7lfG1fzs1JXqcprywP2eXwe7a7Y3cYVAQBCiTE5aLYke8OxLWdknqKrMn8ny7erFP3s26oaebxs3bspMi34tPGWFhnR+CDl9vxKgQPrDlkj+F8WAJqKvzHRbMlRyTql8yn6dOenkqTTM07S5JrjVD3xGrm9XrkklTzznOy9e6vT/z2lyIzGX67ZUpKiktQ9sbu2lDZ8SWS8Lb7JbzMPJ/nV+VpTuEbvbH5Hdotd5/U+T90TurPmDwA0AVPIcUjyq/P12IrH9P7W9/Xm0f+S+w/XSF5vg+0Szz9f6dNvUYS9bdaoWV+8Xpd9dJkq635+h5Y1wqqnxj6lY9KPaVd3QvKr8nXD5zdoTdGaeu1n5pypacOmKTmKoAMAjSHk4JBV11WrvLZc1vmfqeCeewNuY9jt6v7hB4rMOvRp5c3h9XmVW5mrr/Z8pe/3fa/eSb01rus4ZcRkyGaxtUkNLcHn8+nldS/roWUPBex/btxzGpY5rI2rAoD2pf38WouwEx0ZrejIaBUUlwbdxudyyedpuxdjRhgRyo7L1vl9ztf5fc5vs/O2tCJnkd7Y8EbQ/rnr52pI2pB2FdwAoK0xuwqHLea44UH77L17KyImpg2rMQevzyunxxm0v8ZdI6+v4eNBAMDPCDk4bJGduyhq8OCGHYah9NtulTWZsSPNlWRP0rgu44L2T+gxQVHWqDasCADaH0IODltkagd1fPwxJV9+mYzoaElSVL9+6vzSi3IMGNBq5/V4Pf67GSU1JdpRvkM7y3eqzFXWaudsK5GWSF3Q54KA0/V7JPbQ0WlHh6AqAGhfGHjcTnl9XpW7yhVhRCje3jLfy1tbK29VldyRESoznHJYHUGPXeYqkyGjXr+3rk6ewkK53XXyRdlkT0lVQU2BSl2lirZGy2JYZDEs6hDdQdYIq8pd5fLKqwRbgv8t41W1Varz1inWFiun2ym31604W5wsERb/eQqqC7S+eL3e2fyObBabJnSfIGn/QOhab63WF6/X+G7j1T2xuyKM9p3jd1fs1ktrX9LH2z+WzWLT73v+Xmf3OFsZMW0zLR8A2rOwDjkzZszQ22+/rfXr18vhcGjkyJF68MEH1bt37yYfw4whJ7cyVwt2LNAHWz+Q3WrXRX0v0tFpRys1OvWQjuetq1Pdrt0qfulF1axcJUtWhiz/7/daGV2ojPRu6pbQzf/SzH1V+/TV7q/09ua3JUm/7/V7jcoapfSYdOVX5+u73O/02obXNDxjuHISczRr1SzdcPQN2lOxR5/s/ESSdE6PczQodZBmLp+pUlepxncbr5M7n6zcylw9/ePTKq0t1ciskRrdcbReWfuKuid214QeE5Qdm62CmgL99Yu/akXBinrf4bQup2lMpzF6ae1LOrXLqRqRNUJJUUmH9bLQcFHrqVWpq1SGDCVHJdcLfACA4MI65Jx++uk6//zzdeyxx8rtduu2227T6tWrtXbtWsU0cTCr2ULO3sq9mvTRJOVW5dZrH5U1SveNuk8dojs0+5jVK1dp5yWXyFdXV6/dcdN1erbrdnVL76vzep2nane1rv3kWm0s3Vhvu34p/fTPE/+pW7+6VSsLVirRnqi7R96tKZ9P0T9G/0PPrn5WG0o21NunV1IvXT3oav1l0V8kSVkxWbrjuDs0+bPJ/kdQ8bZ4PTj6QU37cpoMw9Abv3lDX+7+Un//9u8Bv8d9o+7ToyseVWFNoTJjMvXkKU+qW0I3QgEAHKHC+l7+Rx99pEmTJql///4aPHiwZs+erZ07d+r7778PdWkhUeep0+sbXm8QcCTpm73faFPppmYf011YqNxbpzcIOJJU8+hTujjjN3p85eMqdBbqi91fNAg4klRRW6FV+au0smClJOms7mfp9fWvq09yH+2t3Nsg4EjSxpKN2lmx0/+uq71Ve/XVnq80KmuUf5vy2nK9su4Vnd39bJW5yrQqf5Ve2/Ba0O+ycMdCnZB9giQptypX725+VzV1Nc27IAAA0wjrkPNrZWX7B5QmNzJbx+Vyqby8vN6PWZS4SvTfLf8N2v/mhjf97zhyl5XJtW2ban74Ua5t2+QJch08paWq3bY98AHdbkVuz1OiPVHri9dr0c5FATcbkTVC87fO93/Ojs3W5tLNGpE5wv/qh0A+2fGJRmSN8H/+dOenGpU9qt423+z5RkelHSVp/yrLLrcr6PFcHpciLT+/v+qDbR+oyl0VdHsAgLm1m5Dj8/k0depUHX/88RrQyIydGTNmKCEhwf/TqVOnNqwyPNTl5mnvX27S1jPO1PaJE7X1jDO15+ZpqsvLO4SjNf9pZkF1gbJjsw/hXI1blb9Kp3Q+JWj/yKyRWpW/ql6bIaPF6wAAtA/tJuRcd911+vHHHzV37txGt5s+fbrKysr8P7t27WqjCltfkj1JZ3U/K2j/eb3Pk8ortfe221T19df1+qq++EK59/ytwR0dS2KibDk5gQ9otcrdNUulrlL1Se6jEzufGHCzpXuX6uxuZ/s/v7f1PZ3X+zwtzV3aaCgZ22Wsluxd4v98SudTtHjv4nrbjMoepVUFqyTtn1Y9sc/EgNOqu8R3UXZstjaW/Pw4bXy38UqKargtAODI0C5CzvXXX6/58+fr888/V8eOHRvd1m63Kz4+vt6PWURaIjWx90RlxmQ26BuZNVI9E3vKU1ys6sWLA+wtVX3+udxFxfXarB06KPP+v8uIjGywvWPK1Xop77+6/qjr1SGqg8Z0HKNeib0abBdtjdaQtCEakjpEkrSvep+2lm7V6I6jlR2Xrd5JDWfD9Urqpc5xnbW2eK2k/QOPT8g+QV/v+TmcxUXG6aK+F+ndze8qwZ6gyUMmq1NcJ706/lWd3/t8JdmTlOpI1SX9LtFfh/613oDkjJgMTew9sd7jKwDAkSWsZ1f5fD5df/31mjdvnr744gv17Nmz2ccw2+wq6ecp5O9vfV92i10X97vYP4W8etUq7Tj/gqD7dn3zDTkGDqzX5q2rk2vnDpW89LKcK1fJkp2piIt/p1XRRcpI76acxBx1cOyftXVgCvlbm9+SISPoFPI6b53+NOhP6pbQTbXeWq3IX6F3Nr8jn3w6p/s5Gpw2OOgU8hJXiUZljdLoTqP18pqX1T2pu87pcY6yY7P96+m43C6Vukr31+/zaknuEs3bNE8uj0undT1Np3U9TR3jGg/EAABzC+uQc+211+rVV1/Vu+++W29tnISEBDkcjiYdw4whRwq+GKBr61ZtPXN80P26ffiB7L96PLWnco9u/vJmdYrK1EBHD/XM6C+LI1qd4jspLTot4HEOrCqcYE9o0FfqKlV1bbWsEVYZhuFfvyevMk9eeZXmSJPV8r/FAH1exdvj/Yv2VdZWqs5bp7jIODk9zv3/bYuTNaLxd8nWeer8oSfFkdLuFwEEABy+sA45B35r/7XZs2dr0qRJTTqGWUNOMO6SEu2Z8mdVf/ttg76Y0Sco+x//kCXh52BSXFOsP336J60tWttg+9HZo/XA6AcUZ4tr8vmLaor0wbYP9Nzq51TkLFLHuI6actQUHZd5nBKiGgYiAABaS1j/uuvz+QL+NDXgHImsSUnKemCGoofXfzN4zPHHK/Nvf6sXcCSp2FkcMOBI0pd7vlRRTVGTz11RW6EnVz2ph5Y9pCLn/v12V+zWTV/epA+2fSC3x93MbwMAwKFr/BkA2qXIzEx1fOxRuYuK5K2oUER8vCwpKbImNLyT4va6dc/IexQZEamV+Sv1/tb3Ve2u9vc3Z52ZYmex/rPxPwH7Hl/5uMZ0GqPM2IaDpgEAaA2EHJOyJCbKkpjY6DZ5VXn6YPsHmrdpnpxup0Zmj9QjYx7R4ysf19qitYowIhQX2fRHVbsrdssXZF2dyrpKldWWKVOEHABA2yDkHKH2Ve3Tnz75kzaXbva3fbbzMy3Zu0SPnvSopnw+RSd3OlkpUSlNPmZMZOPvE7NZbP7/drldcnlcirZGy2rhjyEAoOXxr8sR6qfCn+oFnANq3DV6e+PbuumYmzSm8xjF2Jr2IlRp/9o0SfYklbhKGvT1S+mnJHuSKmsrtaN8h15Y84L2Vu7VUWlH6bze5yk7NvugM6gAAGiOsB54jNbh9Xr13tb3gvYvyV2i47OPDzp9PJi06DQ9ccoTcljrT+9PiUrRAyc8oChLlD7c/qHOf/98fbT9I/1Y+KPmrJ2j383/ndYVrzuk7wIAQDD86nwEMgyj3to6v+awOpq8UnBxTbH2VO3R5zs/l81i08mdTta8s+dp+b7l2lK6RYNTB6tfSj9lxmZqd8Vu3f/t/Q2O4fK4dMc3d+i5cc8pxdH0x2MAADSGkHMEMoz9KxW/ventgP0X9LlAyVHB3/R+QGFNoe5dcq8+2/WZv+3JVU/q8gGX67L+l2lCjwn1tt9cutn/lnRrhFXR1mhV1lXK6/NqS+kWlbnKCDkAgBZDyDlCdY7trEn9J+mFNS/Uax/YYaB+0+03skRYDnqMxXsX1ws4Bzz/0/M6qdNJGhI1pF671+dVZkympnX7o3Jq4+UrKZMyUvWta4Nmbn5WXnkP5ysBAFBPWK943BKOtBWPm6PUVaq9lXv17uZ3VVlbqTO7naleSb38r2FoTLGzWFctuKreW79/6fSup+v+E+5XZMTPj732Vu6Va+tWeabeo7rdu/3t9hHD5Zx2pVI7927SuQEAaAru5BzBEu2JSrQnql9Kv2bv6/F6VF5bHrS/1FUqt8ddL+QkV0q7ptwl99699bZ1LflW8bPTlXLX0c2uAwCAYJhdZUJVdVUqqC7wv0TzUPl8PhXVFKmgukB1njpJUomzRPnV+YqyRmlU1qig+47tMlaOyPqzrLy5+xoEnAMq3v9A7sKmv0IiFGo9tSqoLlBRTZFMfgMUAEyBOzkm4nK7tL18u5764SmtLlyt9Oh0XTHwCg3sMLDZj4Hyq/P1yY5P9NqG11TrrtWdI+5UeW25Zq+ZraKaIh2XcZwmDZikD7Z9oBp3Tb1906LTNDp7dINjuvftC35Ct1vemprg/SHk8/m0u3K35q6fq093fKooa5Qu6HOBTu58crOn2QMA2g5jckxkWe4yXbXwKnl8nnrtF/e9WBf1uUgd4zs26Tj51fma+vlU/VD4gyTpigFXaF/1vgZr6wzuMFi3HXebHl/xuL7Z+40sERad0fUMXTvkWnWMa3iumrVrtf3c3wU8p+FwqNt7/5UtO7tJNbalneU7deEHFza4M3Z06tF6eMzDjCMCgDDFnZx2qsRZohJniZwepxLsCbJH2HX3krsbBBxJemXdKzo++3gZhqHsuIOHiPXF6/0Bxxph1VFpR+m6z65rsN0PhT/oH8v+oQdHP6g6b50MGUqMSmywGOABkenpiurfX841axr0JV96qayp4RcWnG6nnv/p+YCP/lYUrNCmkk2EHAAIU4zJaYd2lu/U5E8na8K7EzTxvYk6551z9MbGNzSx98SA2/vk07aybfpk5yfyeBuGoF9ye92at2me/3PX+K5aW7Q26PbL9i1TjbtGWbFZyozNDBpwJMmakqKO/3pcMWPGSIYhSTLsdqVceaWSL75IETZb0H1DpcxVpoU7Fgbtf2fLO/L6mPoOAOGIOzntzL6qfbpywZXKrcr1tzk9Ts36YZauG3Kdjs04VsvyljXYL9ISqS+2f6EJ3ScoMSox6PEjFCG7xe7/7PF5DvpOqQij6Vk5MitL2f94SO7iYvmqaxQRFytrhw6KiIpq8jHakmEY9WaI/ZotwiZDRhtWBABoKu7ktDNby7bWCzi/9Or6VzWh+4QG7dYIqzKiM+TxeQ66yF9ERITO632e//P2su3qk9wn6D/kIzJHKMGe0IxvIFni4mTv0kVRffvI1rFj2AYcSYq3xWv68OkaljEs4DX4fa/fyzAIOQAQjgg57Uywxfek/Qv0xUQ2fGv4jUffqLc3v61L+l+iOFvcQc+RE5+j8TnjJe1/1PXx9o919aCrG2yXYE/QLcNuadIx25uK2gqtLVqre5feq9fWv6aBHQbq32P/rV5JvfzbTOg+QV3iu4SwSgBAY3hc1c50je8atC82MlY9EnvoqoFXaXXhaqU6UnVq11P1+c7P5bA4NKjDoCadI9mRrJuPvVm/7flbzV0/V/k1+Tqnxzk6oeMJen3968qvydfx2cdrbJexyorJaqFvFj6q66r13y3/1YzvZvjblu9brjc2vKGZJ83U+1vf12+6/UY9EnsoKSophJUCABrDFPJ2JrcyV3947w8qdZU26Ltm0DW6etDVqnJXqbimWD8W/Kit5Vt1apdTlRWTpWTHwV+6+Wsut0ten9e/sJ/b61adp05R1ijTPqbZWb5TZ71zVsABxUelHqVHT3r0kK4lAKBtcSenncmIydCz457VdZ9dp7yqPEmSIUNndz9bE3tPlNViVYIlQQn2BOUk5hz2+exWe73P1gjrQQcit3erC1cHnTG1smClKusqCTkA0A6Y+18rEzIMQ72Te+uVM15RobNQFbUVyojJULI9WXH2n8fG1HpqVeoqlSFDyVHJTXqrOPZze92N9jNlHADaB0JOO5UWk6a0mMCvFNhdsVtz1s7Rwu0LZY2w6nc9f6ff9vytMmIy2rjK9mlg6sCgfb2Seine1v4fewLAkYAxOSazu2K3LvrgIhU7i+u1d0vopqdPfVrpMekhqqz9KHeV6/9+/D+9uPbFeu3WCKteOO0FDU4bHKLKAADNwRRyE6nz1Om19a81CDjS/vV1lu9bHoKq2p94e7yuGHiF/nXSvzSowyBlxWRpfM54/ees/6hvSt9QlwcAaCIeV5lIqau00VcQvLvlXZ3S+RRFWcN38b1wkRyVrDGdx+io9KNU56lTjC2m0VdWAADCDyHHRCKM+q9k+DWH1cErCJqpuas5AwDCB4+rTCQ5KlkT+wR+SackXdjnwgZTwgEAMCtCjokYhqFTu5wacGXjM3LOUI/EHiGoCgCA0GB2lQnlV+drXdE6vb35bdktdv2h1x+Uk5CjFEdKqEsDAKDNEHJMzO11y5DBQoAAgCMSA49NzOyvXwAAoDGMyQEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZEyAEAAKZkDXUBrc3n80mSysvLQ1wJAAA/i4uLk2EYoS7D1EwfcioqKiRJnTp1CnElAAD8rKysTPHx8aEuw9QM34FbHSbl9Xq1d+9eEnMTlJeXq1OnTtq1axf/4x0Crt/h4xoeHq7f4Wnr68e/S63P9HdyIiIi1LFjx1CX0a7Ex8fzF+Rh4PodPq7h4eH6HR6un3kw8BgAAJgSIQcAAJgSIQd+drtdd911l+x2e6hLaZe4foePa3h4uH6Hh+tnPqYfeAwAAI5M3MkBAACmRMgBAACmRMgBAACmRMg5An355Zc666yzlJWVJcMw9M4779Tr9/l8uvvuu5WVlSWHw6ExY8ZozZo1oSk2zMyYMUPHHnus4uLilJaWpnPOOUcbNmyotw3Xr3GzZs3SoEGD/GuRjBgxQh9++KG/n+vXPDNmzJBhGJoyZYq/jWvYuLvvvluGYdT7ycjI8Pdz/cyDkHMEqqqq0uDBg/XEE08E7H/ooYf0yCOP6IknntCyZcuUkZGhU0891f+KjCPZokWLNHnyZC1dulQLFy6U2+3WuHHjVFVV5d+G69e4jh076oEHHtDy5cu1fPlynXzyyZowYYL/HxGuX9MtW7ZMTz/9tAYNGlSvnWt4cP3791dubq7/Z/Xq1f4+rp+J+HBEk+SbN2+e/7PX6/VlZGT4HnjgAX+b0+n0JSQk+J566qkQVBje8vPzfZJ8ixYt8vl8XL9DlZSU5Hv22We5fs1QUVHh69mzp2/hwoW+E0880XfjjTf6fD7+DDbFXXfd5Rs8eHDAPq6fuXAnB/Vs27ZNeXl5GjdunL/NbrfrxBNP1OLFi0NYWXgqKyuTJCUnJ0vi+jWXx+PRa6+9pqqqKo0YMYLr1wyTJ0/W+PHjNXbs2HrtXMOm2bRpk7KyspSTk6Pzzz9fW7dulcT1MxvTv7sKzZOXlydJSk9Pr9eenp6uHTt2hKKksOXz+TR16lQdf/zxGjBggCSuX1OtXr1aI0aMkNPpVGxsrObNm6d+/fr5/xHh+jXutdde04oVK7Rs2bIGffwZPLjhw4frxRdfVK9evbRv3z7dd999GjlypNasWcP1MxlCDgL69ZtxfT4fb8v9leuuu04//vijvv766wZ9XL/G9e7dW6tWrVJpaaneeustXXrppVq0aJG/n+sX3K5du3TjjTdqwYIFioqKCrod1zC4M844w//fAwcO1IgRI9S9e3fNmTNHxx13nCSun1nwuAr1HJhhcOC3mQPy8/Mb/GZzJLv++us1f/58ff755/Xecs/1axqbzaYePXpo6NChmjFjhgYPHqzHHnuM69cE33//vfLz83XMMcfIarXKarVq0aJFevzxx2W1Wv3XiWvYdDExMRo4cKA2bdrEn0GTIeSgnpycHGVkZGjhwoX+ttraWi1atEgjR44MYWXhwefz6brrrtPbb7+tzz77TDk5OfX6uX6HxufzyeVycf2a4JRTTtHq1au1atUq/8/QoUN10UUXadWqVerWrRvXsJlcLpfWrVunzMxM/gyaDI+rjkCVlZXavHmz//O2bdu0atUqJScnq3PnzpoyZYruv/9+9ezZUz179tT999+v6OhoXXjhhSGsOjxMnjxZr776qt59913FxcX5f9tLSEiQw+Hwr1fC9Qvu1ltv1RlnnKFOnTqpoqJCr732mr744gt99NFHXL8miIuL848BOyAmJkYpKSn+dq5h42666SadddZZ6ty5s/Lz83XfffepvLxcl156KX8GzSZ0E7sQKp9//rlPUoOfSy+91Ofz7Z9Cedddd/kyMjJ8drvdN3r0aN/q1atDW3SYCHTdJPlmz57t34br17jLL7/c16VLF5/NZvOlpqb6TjnlFN+CBQv8/Vy/5vvlFHKfj2t4MBMnTvRlZmb6IiMjfVlZWb5zzz3Xt2bNGn8/1888eAs5AAAwJcbkAAAAUyLkAAAAUyLkAAAAUyLkAAAAUyLkAAAAUyLkAAAAUyLkAAAAUyLkAAAAUyLkAGiSSZMm6ZxzzmnStmPGjNGUKVMa3aZr16569NFH/Z8Nw9A777wjSdq+fbsMw9CqVasOqVYAkAg5QLvWlDDREvu0hmXLlumPf/xjqMsAYGK8oBNASKSmpoa6BAAmx50coJ2aNGmSFi1apMcee0yGYcgwDG3fvl2LFi3SsGHDZLfblZmZqVtuuUVut7vRfTwej6644grl5OTI4XCod+/eeuyxxw6rPrfbreuuu06JiYlKSUnR7bffrl++Ku/Xj6sAoKURcoB26rHHHtOIESN01VVXKTc3V7m5uYqMjNSZZ56pY489Vj/88INmzZql5557Tvfdd1/QfTp16iSv16uOHTvqjTfe0Nq1a3XnnXfq1ltv1RtvvHHI9c2ZM0dWq1XffvutHn/8cc2cOVPPPvtsS319ADgoHlcB7VRCQoJsNpuio6OVkZEhSbrtttvUqVMnPfHEEzIMQ3369NHevXs1bdo03XnnnQH3kSSLxaJ77rnH/zknJ0eLFy/WG2+8oT/84Q+HVF+nTp00c+ZMGYah3r17a/Xq1Zo5c6auuuqqw/viANBE3MkBTGTdunUaMWKEDMPwt40aNUqVlZXavXt3o/s+9dRTGjp0qFJTUxUbG6tnnnlGO3fuPORajjvuuHp1jBgxQps2bZLH4znkYwJAcxByABPx+Xz1gsWBNkkN2n/pjTfe0J///GddfvnlWrBggVatWqXLLrtMtbW1rVovALQmHlcB7ZjNZqt3Z6Rfv35666236oWdxYsXKy4uTtnZ2QH3kaSvvvpKI0eO1LXXXutv27Jly2HVtnTp0gafe/bsKYvFcljHBYCm4k4O0I517dpV3377rbZv367CwkJde+212rVrl66//nqtX79e7777ru666y5NnTpVERERAffxer3q0aOHli9fro8//lgbN27UHXfcoWXLlh1Wbbt27dLUqVO1YcMGzZ07V//617904403tsTXBoAmIeQA7dhNN90ki8Wifv36KTU1VXV1dfrggw/03XffafDgwbrmmmt0xRVX6Pbbbw+6z86dO3XNNdfo3HPP1cSJEzV8+HAVFRXVu6tzKC655BLV1NRo2LBhmjx5sq6//noW/wPQpgzfLxeuAAAAMAnu5AAAAFMi5ABolp07dyo2Njboz+FMOweAlsTjKgDN4na7tX379qD9Xbt2ldXKxE0AoUfIAQAApsTjKgAAYEqEHAAAYEqEHAAAYEqEHAAAYEqEHAAAYEqEHAAAYEqEHAAAYEqEHAAAYEr/H4rIUC5mPPTZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 581.875x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按time的值分别绘制关系散点图\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"day\", row=\"time\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "72ed3386-de1c-447f-b2c2-1ee151770a89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x180a12390>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1081.88x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按time的值分别绘制关系散点图\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"day\", col=\"time\", row=\"sex\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "89f90f3a-ac08-424f-afef-324cbf3b0b1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x180e0ebd0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置子图自动换行\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", col=\"day\", col_wrap=2, data=tips)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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